{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 523 days 06:12:01.813000 worth of data for this one:\n",
      "Points=15283 Min=10.07407763 Max=10.07412437 Mean=10.074111257904928 Std=1.2168692910204775e-05\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"3458A\"]\n",
    "dut=\"ADRmu3\"\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"], unit='ms')\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "# Print some stats\n",
    "print(\"We have \"+str(raw.index.max() - raw.index.min())+\" worth of data for this one:\")\n",
    "print(\"Points=\"+str(raw[columns[1]].count())+\" \\\n",
    "Min=\"+str(raw[columns[1]].min())+\" \\\n",
    "Max=\"+str(raw[columns[1]].max())+\" \\\n",
    "Mean=\"+str(raw[columns[1]].mean())+\" \\\n",
    "Std=\"+str(raw[columns[1]].std()))\n",
    "\n",
    "# Conversion functions for secondary Y-axis\n",
    "def to_ppm(x):\n",
    "    return (x-raw[columns[1]].mean())/.00001\n",
    "\n",
    "def from_ppm(x):\n",
    "    return x*.00001+raw[columns[1]].mean()\n",
    "\n",
    "# Set up a plot\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='voltage (V)', title=dut+' vs HP 3458A')\n",
    "ax.plot(raw)\n",
    "\n",
    "# Set up a secondary Y-axis\n",
    "secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "secax.set_ylabel('deviation from mean (µV/V)')\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu3\n",
      "Both were measured on 287 days:\n",
      "Max diff=0.07783229999999897     Mean=0.07782775722996506     Std=1.931327481284012e-06\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu3 vs ADRmu4\n",
      "Both were measured on 233 days:\n",
      "Max diff=0.07336841999999955     Mean=0.06912965135098605     Std=0.002077288315884906\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu3 vs ADRmu9\n",
      "Both were measured on 206 days:\n",
      "Max diff=0.07543636150000133     Mean=0.0754107695514333     Std=1.8599589475842307e-05\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu3 vs ADRmu12\n",
      "Both were measured on 185 days:\n",
      "Max diff=0.10275846099999875     Mean=0.10269742308108094     Std=8.232705563251465e-06\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4oAAAG5CAYAAADI/MrSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzde5xddX3v/9c7mSQTMhkSbhEId1KQVgWNaMViqkcEW9G2aqGtotVy2mpP1dNzSqs/UbSP6jla8FYrrbRoFVRqK0fxgkK09QpERBGUGBAiKJeAuXAJST6/P/Ya2IyTzJ5Jhj17z+v5eOxH9vqu9V3rO3v5h2++t1QVkiRJkiSNmNXtBkiSJEmSpheDoiRJkiTpEQyKkiRJkqRHMChKkiRJkh7BoChJkiRJegSDoiRJkiTpEQyKkiRJkqRHMChKkqZEkpVJ7k4yb1T5vyTZnGRD8/lekr9NsnvbNS9LsjXJxiTrk3wnyW9OYVv/T5Jbmmf9OMnrp+pZYzy7l36nFyf5WpJ7k6wcde6XknwqyR1J1iX5fJIjpqotkqSpZVCUJO1ySQ4Gfg0o4OQxLvk/VbUQ2Bt4OfBU4KtJFrRd8/WqGgIWAX8PXJhk0RQ1+YPAkVU1DDwN+L0kvz1Fz3pID/5O64BzgLeNcW4RcDFwBLAE+BbwqSlqhyRpihkUJUlT4aXAN4B/AU7b3kVVdX9VXUErJO1JKwyNvmYb8GFgAbAMWgErSSV5edMTeHeSP07y5CTXJLknyXtH7pHkTUn+te14pP5A84wfVNWmtsduAw4fq81JrmvvtUsykOTOJE9MMpjkX5Pc1bThiiRL+uh3+mJVfRy4dYznf6uqPlhV66rqQeBs4Igke+7g75ckTVMGRUnSVHgp8JHm85xxwhJVtQG4lFbv2iMkmU0rGD0I/HjU6afQCkW/S6un6/XAfwN+GXhxkmd02uAkZyTZCKylFbY+up1LLwBObTt+DnBnVa2iFfZ2Bw6gFej+GLhvB4/tud9pAo4HflpVd03BvSVJU8ygKEnapZI8HTgI+HhVXQX8CPi9DqreCuzRdvzUJPcA9wPvAP6gqm4fVectTW/bF4BNwAVVdXtV/QT4T+CYTttdVW8DFgJPpNUz9/PtXPpR4OQkuzXHv8fDofJBWgHx8KraWlVXVdX6sW7Sq79TJ5IsBd4HvG5X3leS9OgxKEqSdrXTgC9U1Z3N8UfZwbDKNvvTmgM34htVtQhYTGvu2y/0ogE/a/t+3xjHQ502GqBavt3UffN2rlkNXAc8rwmLJ/NwUPww8Hla8wRvbRbJmbOdx/Xs77QjSfYGvgD8fVVdsKvuK0l6dA10uwGSpP6RZD7wYmB2kp82xfOARUmeUFXf2U69IVpDIf9m9Lmq2pjkT4EfJTmvCXITtQnYre34MeNcPwActoPzI8NPZwHfb8Ijzdy8NwNvbhaquQT4Aa3Fch7SR7/T6PYtphUSL66qX2ijJKl32KMoSdqVXgBsBY4Cjm4+j6U1vPGloy9OMi/Jk4D/AO4G/nmsmzbz3P4JeOMk23U1cHySA5vtJf6qrQ2zkvz3JIvTcizwKuBLO7jfhcAJwJ/QNpcxya8neVwzX3A9raGoW8eo33O/U9OO2UkGaQXpWc3iPXOac8O0elO/WlVnTPL5kqRpwqAoSdqVTgP+uapurqqfjnyA9wK/P7J6JvC/k2ygNYTyQ8BVwNNGrTw62jnAc5M8fqKNqqpLgY8B1zTP+vSoS36L1hzBDcC/Au9pPtu7323A12ltpfGxtlOPAS6iFRKvA77c3G+0Xv2dXkJrqOr7aQ1xvQ/4x+bcbwFPBl6e1r6OI58DJ9oOSVL3paq63QZJkiRJ0jRij6IkSZIk6REMipIkSZKkRzAoSpIkSZIewaAoSZIkSXoE91HcRfbaa686+OCDu92MnrBp0yYWLFjQ7WZoJ/ke+4Pvsf/4TvuD77E/+B57365+h1ddddWDVTV3l91wChkUd5GDDz6YK6+8stvN6AkrV65kxYoV3W6GdpLvsT/4HvuP77Q/+B77g++x9+3qd5jkwV12synm0FNJkiRJ0iMYFCVJkiRJj2BQlCRJkiQ9gkFRkiRJkvQIBkVJkiRJ0iNMaVBMcmKSHyRZneSMMc4fn2RVki1JXjjq3GlJbmg+pzVluyX5TJLrk1yb5G1t15+d5Orm88Mk97SdOzDJF5Jcl+T7SQ5uyg9J8s3mGR9LMrcpn9ccr27OHzwVv48kSZIkTUdTFhSTzAbeB5wEHAWcmuSoUZfdDLwM+OiounsAZwJPAY4FzkyyuDn9jqo6EjgGOC7JSQBV9dqqOrqqjgbeA3yy7ZYfAv5vVT22ud/tTfnbgbOrahlwN/CKpvwVwN1VdThwdnOdJEmSJM0IU9mjeCywuqrWVNVm4ELg+e0XVNVNVXUNsG1U3ecAl1bVuqq6G7gUOLGq7q2qy5u6m4FVwNIxnn0qcAFAE04HqurSpt7Gqro3SYBnAhc1dc4HXtB8f35zTHP+Wc31kiRJktT3Bqbw3vsDt7Qdr6XVQzjZuvu3X5BkEfA84F2jyg8CDgEua4p+CbgnySeb8i8CZwCLgXuqassYz3jo+VW1JcnPgT2BO0c963TgdIAlS5awcuXKDv+8mW3jxo3+Vn3A99gffI/9x3faH3yP/cH32Ptm8jucyqA4Vg9c7Yq6SQZo9Ri+u6rWjLruFOCiqtraHA8Av0ZrqOrNwMdoDXe9eAfP6KjtVXUucC7A8uXLa8WKFWP/NXqElStX4m/V+3yP/cH32H98p/3B99gffI+9bya/w6kceroWOKDteClw6y6qey5wQ1WdM0bdU2iGnbbd69vNENgtwH8AT6TVO7ioCZ2jn/HQ85vzuwPrOmy7JEmSJPW0qQyKVwDLmpVF59IKcGP14o3l88AJSRY3i9ic0JSR5K20gttrRldKcgStIaVfH9WOxUn2bo6fCXy/qgq4HBhZbfU04FPN94ubY5rzlzXXS5IkSVLfm7Kg2PTevZpWwLsO+HhVXZvkrCQnAyR5cpK1wIuADyS5tqm7DngLrZB3BXBWVa1LshR4Pa1VVFc1W2G8su2xpwIXtoe6ZgjqXwBfSvJdWsNK/7E5/ZfA65KspjUH8YNN+QeBPZvy19Ga0yhJkiRJM8JUzlGkqi4BLhlV9sa271cw9qqlVNV5wHmjytYy9vzBkfNv2k75pcDjxyhfQ2t11tHl99MKr5IkSZI040zl0FN1waYHtnDdbeu5b/PW8S+WJEmSpDEYFPvMN9bcxUnv+k9uuH1Dt5siSZIkqUcZFPvM0LzWaOKN928Z50pJkiRJGptBsc8MDbaC4oYHDIqSJEmSJseg2GfsUZQkSZJ6V5JFSS5Kcn2S65L8ajfaMaWrnurRNxIUN202KEqSJEk96F3A56rqhc1+9Lt1oxEGxT7z0NBTexQlSZKknpJkGDgeeBlAVW0GNnejLQ497TPzBmYzZ3bY6BxFSZIkaboZSHJl2+f0UecPBe4A/jnJt5P8U5IFXWinQbEfDc0bcI6iJEmSNP1sqarlbZ9zR50fAJ4IvL+qjgE2AWc86q3EoNiXhgYH2GSPoiRJktRr1gJrq+qbzfFFtILjo86g2IeG5s1xewxJkiSpx1TVT4FbkhzRFD0L+H432uJiNn1oaN5sh55KkiRJvenPgI80K56uAV7ejUYYFPvQ0LwB7tzYlcWRJEmSJO2EqroaWN7tdjj0tA8NDc5xjqIkSZKkSTMo9qGheQPOUZQkSZI0aQbFPuQcRUmSJEk7w6DYh4bmzeG+B7eyZeu2bjdFkiRJUg8yKPahocHWGkWbNm/tckskSZIk9SKDYh8amjcbgI3OU5QkSZI0CQbFPjQ0bw6A8xQlSZIkTYpBsQ+NDD3d+MCDXW6JJEmSpF5kUOxDQ/NGgqJzFCVJkiRNnEGxDz0UFB16KkmSJGkSDIp9yKGnkiRJknaGQbEPjfQobrBHUZIkSdIkGBT70EhQ3OQcRUmSJEmTYFDsQ7NnhflzZjv0VJIkSdKkGBT71NDgABsfcOipJEmSpIkzKPaphfMGnKMoSZIkaVIMin1qaHCATfYoSpIkSZoEg2KfWjDXoaeSJEmSJseg2KeGBh16KkmSJGlyDIp9auE8exQlSZIkTY5BsU8tmOccRUmSJEmTY1DsUyPbY1RVt5siSZIkqccYFPvU0LwBHtxaPLBlW7ebIkmSJKnHGBT71MLBAQDnKUqSJEmaMINin1owtxUUnacoSZIkaaIMin1qqOlRdIsMSZIkSRNlUOxTC+c59FSSJEnS5ExpUExyYpIfJFmd5Iwxzh+fZFWSLUleOOrcaUluaD6nNWW7JflMkuuTXJvkbW3Xn53k6ubzwyT3tJ3b2nbu4rbyQ5J8s3nGx5LMbcrnNcerm/MH7/pfZ2qN9Cg69FSSJEnSRE1ZUEwyG3gfcBJwFHBqkqNGXXYz8DLgo6Pq7gGcCTwFOBY4M8ni5vQ7qupI4BjguCQnAVTVa6vq6Ko6GngP8Mm2W943cq6qTm4rfztwdlUtA+4GXtGUvwK4u6oOB85uruspC+xRlCRJkjRJU9mjeCywuqrWVNVm4ELg+e0XVNVNVXUNMHoPh+cAl1bVuqq6G7gUOLGq7q2qy5u6m4FVwNIxnn0qcMGOGpckwDOBi5qi84EXNN+f3xzTnH9Wc33PGBl66hxFSZIkSRM1MIX33h+4pe14La0ewsnW3b/9giSLgOcB7xpVfhBwCHBZW/FgkiuBLcDbquo/gD2Be6pqJEm1P+Oh51fVliQ/b66/c9SzTgdOB1iyZAkrV67s8M+beg9sKQCu+f4PWHn/jV1uzSNt3LhxWv1WmhzfY3/wPfYf32l/8D32B99j75vJ73Aqg+JYPXC1K+omGaDVY/juqloz6rpTgIuqamtb2YFVdWuSQ4HLknwXWL+DZ3TU9qo6FzgXYPny5bVixYrt/DmPvqpi1pcuYcnSg1ix4ohuN+cRVq5cyXT6rTQ5vsf+4HvsP77T/uB77A++x943k9/hVA49XQsc0Ha8FLh1F9U9F7ihqs4Zo+4pjBp2WlW3Nv+uAVbSmt94J7CoCZ2jn/HQ85vzuwPrOmz7tJCEBfMGHHoqSZIkacKmMiheASxrVhadSyvAXTxOnRGfB05IsrhZxOaEpowkb6UV3F4zulKSI4DFwNfbyhYnmdd83ws4Dvh+VRVwOTCy2uppwKea7xc3xzTnL2uu7ykL5w24mI0kSZKkCZuyoNjM/Xs1rYB3HfDxqro2yVlJTgZI8uQka4EXAR9Icm1Tdx3wFlph8wrgrKpal2Qp8Hpaq6iuara7eGXbY08FLhwV6h4LXJnkO7SC4duq6vvNub8EXpdkNa05iB9syj8I7NmUvw74ha09esHQ4AAb7VGUJEmSNEFTOUeRqroEuGRU2Rvbvl/B2KuWUlXnAeeNKlvL2PMHR86/aYyyrwGP2871a2itzjq6/H5a4bWnLZg3wKbNBkVJkiRJEzOVQ0/VZUPOUZQkSZI0CQbFPrZw0DmKkiRJkibOoNjHhuY5R1GSJEnSxBkU+9iCeQNsskdRkiRJ0gRN6WI26q6F8wbYuHkL27YVs2Ztdw0gSZIkSdNEkpuADcBWYEtVLe9GOwyKfWxocIAquPfBrQzN81VLkiRJPeLXq+rObjbAoad9bEETDp2nKEmSJGkiDIp9bKQX0ZVPJUmSpGlhIMmVbZ/Tx7imgC8kuWo75x8VjkfsYwsHDYqSJEnSNNLJnMPjqurWJPsAlya5vqq+8mg0rp09in1saN4cwKGnkiRJUq+oqlubf28H/h04thvtMCj2sQXzZgOw8YEHu9wSSZIkSeNJsiDJwpHvwAnA97rRFoee9rGFIz2KD2ztckskSZIkdWAJ8O9JoJXVPlpVn+tGQwyKfWxoZI7i/fYoSpIkSdNdVa0BntDtdoBDT/vaw0NPnaMoSZIkqXMGxT42b2A2c2fPYoNBUZIkSdIEGBT73NDgAJsMipIkSZImwKDY54bmDbg9hiRJkqQJMSj2uaF5A85RlCRJkjQhBsU+NzRvgA32KEqSJEmaAINinxsaHGDTZoOiJEmSpM4ZFPuccxQlSZIkTZRBsc8tcI6iJEmSpAkyKPa5hYMDrLdHUZIkSdIEGBT73PDgAJu3bOOBLVu73RRJkiRJPcKg2OcWDs4BcOVTSZIkSR0zKPa54fkDAKy/78Eut0SSJElSrzAo9rlhexQlSZIkTZBBsc+NDD1df789ipIkSZI6Y1Dscw8PPbVHUZIkSVJnDIp97uHFbOxRlCRJktQZg2KfGx5sehQNipIkSZI6ZFDscwvmDjArLmYjSZIkqXMGxT43a1YYmjfg9hiSJEmSOmZQnAGG58+xR1GSJElSxwyKM8DCwTnOUZQkSZLUMYPiDDA8OOD2GJIkSZI6ZlCcAYbn26MoSZIkqXMGxRlg4eCAcxQlSZIkdcygOAMMO0dRkiRJ0gQYFGeA4cEBNj6whW3bqttNkSRJktQDpjQoJjkxyQ+SrE5yxhjnj0+yKsmWJC8cde60JDc0n9Oast2SfCbJ9UmuTfK2tuvPTnJ18/lhkntG3W84yU+SvLet7ElJvtu0791J0pTvkeTS5tmXJlm8q3+bR9Pw/DlUwYYHHH4qSZIkaXxTFhSTzAbeB5wEHAWcmuSoUZfdDLwM+OiounsAZwJPAY4FzmwLa++oqiOBY4DjkpwEUFWvraqjq+po4D3AJ0c96y3Al0eVvR84HVjWfE5sys8AvlRVy4AvNcc9a3hwDgAbHH4qSZIkqQNT2aN4LLC6qtZU1WbgQuD57RdU1U1VdQ2wbVTd5wCXVtW6qrobuBQ4sarurarLm7qbgVXA0jGefSpwwchBkicBS4AvtJXtCwxX1derqoAPAS9oTj8fOL/5fn5beU9aODgA4BYZkiRJkjoyMIX33h+4pe14La0ewsnW3b/9giSLgOcB7xpVfhBwCHBZczwLeCfwEuBZo56xdjvPWFJVtwFU1W1J9hmrkUlOp9UjyZIlS1i5cmWHf96j68a7tgLwn9+4gtv3mN3l1sDGjRun7W+lzvke+4Pvsf/4TvuD77E/+B5730x+h1MZFDNGWaerqeywbpIBWj2G766qNaOuOwW4qKq2Nsd/ClxSVbc0UxB3RftaF1edC5wLsHz58lqxYsVEqj9q9lh7D//niq9y6JG/woqjlnS7OaxcuZLp+lupc77H/uB77D++0/7ge+wPvsfeN5Pf4VQGxbXAAW3HS4FbJ1B3xai6K9uOzwVuqKpzxqh7CvCqtuNfBX4tyZ8CQ8DcJBtp9US2D1ttb9/Pkuzb9CbuC9zeYbunpZE5iuvvc46iJEmSpPFN5RzFK4BlSQ5JMpdWgLu4w7qfB05IsrhZxOaEpowkbwV2B14zulKSI4DFwNdHyqrq96vqwKo6GPgL4ENVdUYztHRDkqc2q52+FPhUU+1i4LTm+2lt5T1peL6L2UiSJEnq3JQFxaraAryaVsC7Dvh4VV2b5KwkJwMkeXKStcCLgA8kubapu47WKqVXNJ+zqmpdkqXA62mtorqq2QrjlW2PPRW4sFmcphN/AvwTsBr4EfDZpvxtwLOT3AA8uznuWQ8tZnO/i9lIkiRJGt9UDj2lqi4BLhlV9sa271cw9qqlVNV5wHmjytYy9tzCkfNvGqc9/wL8S9vxlcCvjHHdXTxy4ZueNmf2LObPmW2PoiRJkqSOTOXQU00jCwcH3B5DkiRJUkcMijPE8Pw5rLdHUZIkSVIHDIozxMLBATY4R1GSJElSBwyKM8TwoD2KkiRJkjpjUJwhhufPsUdRkiRJ6gFJZif5dpJPd6sNBsUZorWYjT2KkiRJUg/4c1pbDHaNQXGGGB5s9Sh2vsWkJEmSpEdbs3f8b9Da771rDIozxMLBATZv3cYDW7Z1uymSJEnSTDWQ5Mq2z+ljXHMO8L+Brv4f94FuPlyPnuH5cwBYf9+DDM6Z3eXWSJIkSTPSlqpavr2TSX4TuL2qrkqy4tFr1i+yR3GGGB5s/TeB9S5oI0mSJE1XxwEnJ7kJuBB4ZpJ/7UZDDIozxPBg06PoFhmSJEnStFRVf1VVS6vqYOAU4LKq+oOJ3ifJryZ5X5JrktyR5OYklyR5VZLdO7mHQXGGGJ7f6lF0iwxJkiSpfyX5LPBK4PPAicC+wFHAG4BB4FNJTh7vPs5RnCEWDj48R1GSJEnS9FZVK4GVk6j6kqq6c1TZRmBV83lnkr3Gu4k9ijOEQ08lSZKkGeFNSZ62owvGCJK/wKA4Qzj0VJIkSZoRbqDVa3hTkrcnOXoyNzEozhDz58xm9qw49FSSJEnqY1X1rqr6VeAZwDrgn5Ncl+SNSX6p0/sYFGeIJAwPDtijKEmSJM0AVfXjqnp7VR0D/B7wW8B1ndY3KM4gCwfnOEdRkiRJmgGSzEnyvCQfAT4L/BD4nU7ru+rpDDI8f8Chp5IkSVIfS/Js4FTgN4FvAhcCp1fVponcx6A4gwwPznHoqSRJktTf/gq4APiLqlo32Zs49HQGWTg44NBTSZIkqb8NA78CHJtkcLI3MSjOIPYoSpIkSX3vqcC/AyuALye5JMmfT2TFU3Do6YyycHCOcxQlSZKkPlZVW4CVzYck+wInAW9Ncjjwjar60/HuY4/iDDI8f4BNm7eyZeu2bjdFkiRJ0hRI8sL2IadVdVtVnVdVLwaWAx/p5D4GxRlkeHAOABsfcPipJEmS1Kd+H7g5yYeSnJRk9siJqtpWVV/t5CYGxRlk4WBrpPH6+wyKkiRJUj+qqt8CDge+BPwP4JYk709y/ETuY1CcQYbnt3oUXflUkiRJ6l9Vtb6qzq+qk4DHAVcD70lyS6f3MCjOIA/1KBoUJUmSpL6XZDHw28DvAnsA/9ZpXVc9nUFG5ig69FSSJEnqT0kWAi8ATgWeCFwMvBW4vKqq0/sYFGeQ3ZuhpxvsUZQkSZL61Y3A54H3A5+rqkn9n3+D4gzy8NBTexQlSZKkPnVgVd071okkr66q93ZyE4PiDDI0r/W67VGUJEmS+tNISExyI9A+1HQ2sA4wKOqRBmbPYsHc2c5RlCRJkvrf8rbvc4BfB57ZaWWD4gwzPH+OPYqSJElSn6uqu0YVXZDkNZ3WNyjOMMODc9weQ5IkSepzSZ7Yfgg8GbhlpLyqVu2ovkFxhlk4OODQU0mSJKn/vXMH5cU4w1ANijPM8Pw53L7h/m43Q5IkSdIUqqpf35n6s3ZVQ9Qb7FGUJEmS+leSP0iy3ZyX5LAkTx/vPvYozjDDgy5mI0mSJPWxPYFvJ7kKuAq4AxgEDgeeAdwJnDHeTQyKM8zw/AHW37+FqiJJt5sjSZIkaReqqncleS+tOYjHAY8H7gOuA15SVTd3ch+D4gyzcHAOW7cV927eyoJ5vn5JkiSp31TVVuDS5jMpUzpHMcmJSX6QZHWSX+jeTHJ8klVJtiR54ahzpyW5ofmc1pTtluQzSa5Pcm2St7Vdf3aSq5vPD5Pc05QflOSqpvzaJH/cVudJSb7btO/dabrYkuyR5NLm2ZcmWTxVv9GjbXhwDgAb7neeoiRJkqSxTVlQTDIbeB9wEnAUcGqSo0ZddjPwMuCjo+ruAZwJPAU4FjizLay9o6qOBI4BjktyEkBVvbaqjq6qo4H3AJ9srr8NeFpT/hTgjCT7NefeD5wOLGs+JzblZwBfqqplwJfoYAxvr1g42OpFdC9FSZIkSdszlT2KxwKrq2pNVW0GLgSe335BVd1UVdcA20bVfQ5waVWtq6q7aXWZnlhV91bV5U3dzcAqYOkYzz4VuGDkuqp6oCmfR/M3J9kXGK6qr1dVAR8CXtBc93zg/Ob7+W3lPW94/kiPokFRkiRJ0timcpLa/sAtbcdrafXoTbbu/u0XJFkEPA9416jyg4BDgMvayg4APkNrpZ//VVW3Jlne3HesZyypqtsAquq2JPuM1cgkp9PqkWTJkiWsXLmywz+ve350z1YA/utbq9hwY3fmKG7cuLEnfivtmO+xP/ge+4/vtD/4HvuD77H39fI7TDIP+B3gYNpyX1Wd1Un9cZNCkqXAKcCvAfvRWjHne7SC12eranRv4ENVxyirTho1Xt0kA7R6DN9dVWtGXXcKcFEzgbNVseoW4PHNkNP/SHLRTrZv5L7nAucCLF++vFasWDGR6l2x9PaNvOUbX+bgZY9lxdH7j19hCqxcuZJe+K20Y77H/uB77D++0/7ge+wPvsfe1+Pv8FPAz2ltkfHAONf+gh0GxST/TKuX7dPA24Hbae3B8Uu05vO9PskZVfWVMaqvBQ5oO14K3Nphu9YCK0bVXdl2fC5wQ1WdM0bdU4BXjXXTpifxWlqh96s8cthqe/t+lmTfpjdxX1p/d18Ynj8yR9HFbCRJkqQ+trSqThz/srGNN0fxnVV1QlW9u6q+VlWrq+p7VfXJqvozWmFue+HvCmBZkkOSzKUV4C7usF2fB05IsrhZxOaEpowkbwV2B14zulKSI4DFwNfbypYmmd98X0xrL5EfNENLNyR5arPa6UtppW6adp7WfD+trbznjax6uv4+5yhKkiRJfexrSR432crjBcUTm6GnY2oWilm9nXNbgFfTCnjXAR+vqmuTnJXkZIAkT06yFngR8IGmt4+qWge8hVbYvAI4q6rWNW15Pa1VVFc1W168su2xpwIXNovTjHgs8M0k3wG+TGvV1O825/4E+CdgNfAj4LNN+duAZye5AXh2c9wX5g3MYu7sWW6PIUmSJPW3pwNXNdsVXtNsC3hNp5XHm6O4P/D1JDfSmhP4iaq6s9ObV9UlwCWjyt7Y9v0Kxl61lKo6DzhvVNlaxp5bOHL+TWOUXQo8fjvXXwn8yhjldwHP2t5zelkSFg4OuD2GJEmS1N9O2pnKO+xRrKrXAgcC/x+tsHVNks8meWmShTvzYHXP8Pw5Dj2VJEmS+lhV/biqfkxrMdJq+3Rk3H0Uq+XLVfUntBanOQd4LfCzyTVZ3TY8OODQU0mSJKmPJTm5mUp3I60peDfx8FS7cY0bFNse9DjgLOB9wGbgryfUUk0bCwfnOPRUkiRJ6m9vAZ4K/LCqDqE1te6rnVYeb3uMZbRWKz0V2ApcCJwwxt6F6iHD8wf46fr7u/KjaVgAACAASURBVN0MSZIkSW2SDAJfAebRymoXVdWZk7zdg1V1V5JZSWZV1eVJ3t5p5fEWs/k8rUVsfrdtpVD1uIXznKMoSZIkTUMPAM+sqo1J5gD/leSzVfWNSdzrniRDwH8CH0lyO9Dx/LPxguLhVbVtRxckyajtKDTNDc931VNJkiRpumly1cbmcE7zmWzWej6thWxeA/w+rb3oz+q08nhzFC9L8mdJDmwvTDI3yTOTnM/DG9OrRwwPzuH+B7execsO/xuAJEmSpF1rIMmVbZ/TR1+QZHaSq4HbgUur6puTeVBVbaK1GOmKqjqf1v7xmztu6DjnTwT+ELggySHAPcAgMBv4AnB2VV09mYarexYOtl77hvsfZM+heV1ujSRJkjRjbKmq5Tu6oKq2AkcnWQT8e5JfqarvTfRBSf4IOB3YAzgM2B/4BzrcL36HQbGq7gf+Hvj7ZozsXsB9VXXPRBuq6WN4/hwANty/xaAoSZIkTUNVdU+SlbQ67yYcFIFXAccC32zud0OSfTqt3PH2GFX1YFXdZkjsfQsHW0HReYqSJEnS9JFk76YnkSTzgf8GXD/J2z1QVQ8NNU0ywATmO4439FR9aPihoacdL3okSZIkaertC5yfZDatTr2PV9WnJ3mvLyf5a2B+kmcDfwr8v04rGxRnoJGhp26RIUmSJE0fVXUNcMwuut0ZwCuA7wL/HbiE1oI2Hek4KCY5CFhWVV9sukEHqmrDBBuraWBkMRuHnkqSJEn9qdnm8B+bz4R1NEexWTHnIuADTdFS4D8m80B1X/tiNpIkSZL6T5LfTPLtJOuSrE+yIcn6Tut3upjNq4DjgPXQWjEH6HjFHE0vQ3MHSBx6KkmSJPWxc2jteb9nVQ1X1cKqGu60cqdBcadWzNH0MmtWWDhvgHsMipIkSVK/ugX4XlVNKrd1Okdxp1bM0fRz0J4LuPHOTd1uhiRJkqSp8b+BS5J8GXhgpLCq/q6Typ32KJ4B3MEjV8x5w8Taqelk2T5DrL59Y7ebIUmSJGlq/A1wLzAILGz7dKTTHsX5wHlV9Y8Azb4e85sHqwcdvmSIT377J2y4/0EWDs7pdnMkSZIk7Vp7VNUJk63caY/il2gFwxHzgS9O9qHqvmX7tP5jgr2KkiRJUl/6YpIpD4qDVfVQomi+7zbZh6r7lu0zBMANBkVJkiSpH70K+FyS+yazPUanQ083JXliVa0CSPIk4L5JNFbTxAF77MbcgVn2KEqSJEl9qKo6no84lk6D4muATyS5tTneF/jdnXmwumv2rHDY3kPc8LMN3W6KJEmSpGmmo6BYVVckORI4AghwfVW5CV+PW7bPEKtuvrvbzZAkSZI0zXQ6RxHgycDjgWOAU5O8dGqapEfL4fsMsfbu+7h385ZuN0WSJEnSNNJRj2KSDwOHAVcDW5viAj40Re3So2BkQZsf3b6Jxy3dvcutkSRJkrQrJVkMHEBb7htZd2Y8nc5RXA4cVVU18eZpulq2pBUUV9+xwaAoSZIk9ZEkbwFeBvyIVicfzb/P7KR+p0Hxe8BjgNsm2D5NYwftuYCBWeGGn7nyqSRJktRnXgwcVlWbJ1O506C4F/D9JN8CHhgprKqTJ/NQTQ9zZs/ikL0WuJeiJEmS1H++BywCbp9M5U6D4psmc3NNf8uWDHHdbW6RIUmSJPWZvwW+neR7TKKzr9PtMb6c5CBgWVV9McluwOzJtFbTy+H7LORz3/sp9z+4lcE5vlJJkiSpT5wPvB34LrBtopU7XfX0j4DTgT1orX66P/APwLMm+kBNL8v2GWJbwY13buKx+w53uzmSJEmSdo07q+rdk63c6T6KrwKOA9YDVNUNwD6Tfaimj5GVT52nKEmSJPWVq5L8bZJfTfLEkU+nlTudo/hAVW1OAkCSAR5eYlU97JC9FjArsPpnzlOUJEmS+sgxzb9PbSvb5dtjfDnJXwPzkzwb+FPg/3XcRE1b8wZmc9CernwqSZIk9ZOq+vWdqd/p0NMzgDtoTYT878AlwBt25sGaPg7fZ8igKEmSJPWRJLsn+bskVzafdybZvdP64/YoJpkNnF9VfwD84840VtPTsn2GuPz629m8ZRtzBzr9bweSJEmSprHzaO2l+OLm+CXAPwO/3UnlcYNiVW1NsneSuVW1edLN1LS1bMkQW7YVP75rE8uWLOx2cyRJkiTtvMOq6nfajt+c5OpOK3c6R/Em4KtJLgY2jRRW1d91+iBNX4fv3QqHq2/faFCUJEmS+sN9SZ5eVf8FkOQ44L5OK3caFG9tPrMAk0SfWbp4PgA/uafj/91IkiRJmt7+GPhQ27zEu4HTOq3cUVCsqjcDJFlQVZvGu35EkhOBdwGzgX+qqreNOn88cA7weOCUqrqo7dxpPLxgzlur6vwkuwGfAA4DtgL/r6rOaK4/GxhZ2Wc3YJ+qWpTkaOD9wHBT52+q6mNNnUOAC4E9gFXAS5ptQOYBHwKeBNwF/G5V3dTp391rFu02h8E5s7jt5/d3uymSJEmSdlKSWcARVfWEJMMAVbV+IvfoaOWSZpPG7wPXNcdPSPL349SZDbwPOAk4Cjg1yVGjLrsZeBnw0VF19wDOBJ4CHAucmWRxc/odVXUkrX1BjktyEkBVvbaqjq6qo4H3AJ9srr8XeGlV/TJwInBOkkXNubcDZ1fVMloJ+xVN+SuAu6vqcODs5rq+lYT9dp/PbT+3R1GSJEnqdVW1DXh18339REMidL49xjnAc2j1rlFV3wGOH6fOscDqqlrTLIJzIfD89guq6qaqugbYNqruc4BLq2pdVd0NXAqcWFX3VtXlTd3NtHoBl47x7FOBC5rrflhVNzTfbwVuB/ZOElqbTY70Yp4PvKD5/vzmmOb8s5rr+9Z+i+Zz6z32KEqSJEl94tIkf5HkgCR7jHw6rdzpHEWq6pZRWWnrOFX2B25pO15Lq4ewE2PV3b/9gqZX8Hm0hra2lx8EHAJcNvqmSY4F5gI/AvYE7qmqLWM846HnV9WWJD9vrr9z1P1OB04HWLJkCStXruzwz5t+ct8D3HTn1kflb9i4cWNP/1Zq8T32B99j//Gd9gffY3/wPfa+Hn+Hf9j8+6q2sgIO7aRyp0HxliRPAyrJXOB/0AxD3YGxeuCqw+ftsG6SAVo9hu+uqjWjrjsFuKiqHhFkk+wLfBg4raq2baeHcOQZHbW9qs4FzgVYvnx5rVixYuy/pgesevCH/NdlN/C0px8/5Xsprly5kl7+rdTie+wPvsf+4zvtD77H/uB77H29+A6TvKiqPgE8a4ys1LFOE8Ef00qi+9PqeTuaRybTsawFDmg7Xkpr5dROjFf3XOCGqjpnjLqn0Aw7HdFM4PwM8Iaq+kZTfCewqAmdo5/x0POb87sD6zpse0/ab/dBquBn6x1+KkmSJPWwv2r+vWiHV41jh0ExycgiLr9eVb9fVUuqap+q+oOqumuce18BLEtySNMLeQpwcYft+jxwQpLFzSI2JzRlJHkrreD2mjHaewSwGPh6W9lc4N+BDzXJGoCqKuBy4IVN0WnAp5rvF/Pw0rEvBC5rru9b+y1qbZHhyqeSJElST7sryeXAIUkuHv3p9CbjDT19bpI30Eqlnxjn2kdo5va9mlbAmw2cV1XXJjkLuLKqLk7yZFohbjHwvCRvrqpfrqp1Sd5CK2wCnNWULQVeD1wPrGpGj763qv6pue5U4MJRoe7FtBbe2TPJy5qyl1XV1cBfAhc24fPbwAeb8x8EPpxkNa2exFMm8rf3ov0WDQJwq3spSpIkSb3sN4An0pp2987J3mS8oPg5WkM0FyRZT2vuXo38W1XDO6pcVZcAl4wqe2Pb9ysYe9VSquo84LxRZWsZe/7gyPk3jVH2r8C/buf6NbRWZx1dfj/wou09px/tu3urR/FWt8iQJEmSelazO8Q3kjytqu6Y7H3Gm6P4hqraHfhMVQ1X1cL2fyf7UE0/C+YNMDw4wG1ukSFJkiT1vJ0JiTB+UByZ6zfhDRrVe/ZbNJ/b7FGUJEmSZrzxhp7OTXIa8LQkvz36ZFV9cmqapW7Yb9F8fmKPoiRJkjTjjRcU/xj4fWBkc/t2BRgU+8i+uw+y6ua7u90MSZIkSTspyd7AHwEH05b7quoPO6m/w6BYVf8F/FeSK6vqgzu6Vr1vv0XzuefeB7lv81bmz53d7eZIkiRJM0qSA4APAY8BtgHnVtW7Jnm7TwH/CXwR2DrRyjsMikmeWVWXAXc79LT/7bt7a4uMn9xzH4fvM9Tl1kiSJEkzzhbgf1bVqiQLgauSXFpV35/EvXarqr+cbEPGG3r6DOAyfnHYKTj0tO8s22chANfdtt6gKEmSJD3Kquo24Lbm+4Yk1wH7A5MJip9O8txmy8IJG2/o6ZnNvy+fzM3VW47cdyHz58zmqh/fzfOesF+3myNJkiT1m4EkV7Ydn1tV5451YZKDgWOAb07yWX8O/HWSzcCDTVl1us3heENPX7ej81X1dx01UT1hzuxZPOGA3V3QRpIkSZoaW6pq+XgXJRkC/g14TVVNaqvCqlo4mXojxht6OnLzI4AnAxc3x88DvrIzD9b09KSDFvMPX17DvZu3sNvc8f7nIUmSJGlXSjKHVkj8yM6uCZPkZOD45nBlVX2607rjDT19c/OALwBPrKoNzfGbgE9MqrWa1p500GK2biuuWftznnront1ujiRJkjRjJAnwQeC6nR29meRttDr7PtIU/XmSp1fVGZ3Un9Xhcw4ENrcdb6a1H4f6zDEHLAbgqh87/FSSJEl6lB0HvAR4ZpKrm89zJ3mv5wLPrqrzquo84MSmrCOdji38MPCtJP9Oa7XT3wLOn2hLNf0tXjCXQ/dewCqDoiRJkvSoavaxzy685SJgXfN994lU7CgoVtXfJPks8GtN0cur6tsTeZB6x5MOXMwXr/sZVUWr91uSJElSj/lb4NtJLqcVPo8H/qrTyh2vVlJVq4BVE26ees7RBy7iE1et5Sf33MfSxbt1uzmSJEmSJqiqLkiyktY8xQB/WVU/7bR+p3MUNYMctvcQAGvu2NTllkiSJEmaiCRHNv8+EdgXWAvcAuzXlHXE/Q/0Cw7dewEAa+7YyPG/tHeXWyNJkiRpAl4HnA68c4xzBTyzk5sYFPUL9h6ax9C8AdbcaY+iJEmS1Euq6vTm60lVdX/7uSSDnd7Hoaf6BUk4dO8FDj2VJEmSetfXOiwbkz2KGtOhey3gWzeuG/9CSZIkSdNGkscA+wPzkxzDw9ttDAMdr1RpUNSYDt17iP+4+lbu3byF3eb6PxNJkiSpRzwHeBmwFPi7tvINwF93ehMTgMY0sqDNjXdu4pf3m9DenJIkSZK6pKrOB85P8jtV9W+TvY9BUWM6dK+Ht8gwKEqSJEm9par+LclvAL8MDLaVn9VJfRez0ZgO2WtkiwwXtJEkSZJ6TZJ/AH4X+DNa8xRfBBzUaX2DosY0f+5s9l80nzV3bux2UyRJkiRN3NOq6qXA3VX1ZuBXgQM6rWxQ1Ha5RYYkSZLUs+5r/r03yX7Ag8AhnVY2KGq7Dt1rAWvu2EhVdbspkiRJkibm00kWAf8XWAXcBFzYaWUXs9F2Hbr3EJs2b+X2DQ+wZHhw/AqSJEmSpoWqekvz9d+SfBoYrKqfd1rfoKjtGtki40d3bDQoSpIkST0gyTOr6rIkvz3GOarqk53cx6Co7Tp074e3yHjaYXt1uTWSJEmSOvAM4DLgeWOcK8CgqJ2z7/Agg3NmuaCNJEmS1COq6szm6yurautk7+NiNtquWbPCIXsNcaNbZEiSJEm95sYk5yZ5VpJMtLJBUTt06N4LWHOnPYqSJElSjzkC+CLwKlqh8b1Jnt5pZYOiduiwvRZwy7p7eWDLpHutJUmSJD3Kquq+qvp4Vf02cAwwDHy50/oGRe3QoXsPsa3g5rvu7XZTJEmSJE1Akmck+Xta+ygOAi/utK6L2WiHHt4iYxPLlizscmskSZIkdSLJjcDVwMeB/1VVE5pPZlDUDh2yVysornFBG0mSJKmXPKGq1k+2skNPtUMLB+ewz8J5bpEhSZIk9ZbHJPlSku8BJHl8kjd0WtmgqHEduvcCfnSHPYqSJElSD/lH4K+ABwGq6hrglE4rGxQ1rmX7LGT1zzZSVd1uiiRJkqTO7FZV3xpVtqXTylMaFJOcmOQHSVYnOWOM88cnWZVkS5IXjjp3WpIbms9pTdluST6T5Pok1yZ5W9v1Zye5uvn8MMk9bec+l+SeJJ8e9YxDknyzecbHksxtyuc1x6ub8wfv2l+mtxy570I2PLCFn9xzX7ebIkmSJKkzdyY5DCiAJm/d1mnlKQuKSWYD7wNOAo4CTk1y1KjLbgZeBnx0VN09gDOBpwDHAmcmWdycfkdVHUlrL5DjkpwEUFWvraqjq+po4D3AJ9tu+X+Bl4zRzLcDZ1fVMuBu4BVN+SuAu6vqcODs5roZ68jHDANw/W0butwSSZIkSR16FfAB4MgkPwFeA/xJp5WnskfxWGB1Va2pqs3AhcDz2y+oqpuasbLbRtV9DnBpVa2rqruBS4ETq+reqrq8qbuZ1n4gS8d49qnABW3P+RLwiJSTJMAzgYuaovOBFzTfn98c05x/VnP9jHTEY1rbYlz/00kvmiRJkiTpUdTksP8G7A0cWVVPr6qbOq0/ldtj7A/c0na8llYP4WTr7t9+QZJFwPOAd40qPwg4BLhsnGfsCdxTVSPjdNuf8dDzq2pLkp8319856lmnA6cDLFmyhJUrV3bwp/WmveeHr1zzI35l1k92+l4bN27s699qpvA99gffY//xnfYH32N/8D32vl58h0let51yAKrq7zq5z1QGxbF64DpdDWWHdZMM0OoxfHdVrRl13SnARVW1dSee0VHbq+pc4FyA5cuX14oVK8Z5ZO86+uYrufHOTaxY8YydvtfKlSvp599qpvA99gffY//xnfYH32N/8D32vh59hwubf48Angxc3Bw/D/hKpzeZyqGna4ED2o6XArfuorrnAjdU1Tlj1D2FtmGnO3AnsKgJnaOf8dDzm/O7A+s6bHtfeuxjFnLjnZu4/8Hx8rckSZKkbqmqN1fVm4G9gCdW1f+sqv8JPImxp+2NaSqD4hXAsmZl0bm0AtzF49QZ8XnghCSLm0VsTmjKSPJWWsHtNaMrJTkCWAx8fbwHVGuvh8uBkdVWTwM+1Xy/uDmmOX9ZzfC9IY54zDBbtxWrb3c/RUmSJKkHHAhsbjveDBzcaeUpC4rN3L9X0wp41wEfr6prk5yV5GSAJE9OshZ4EfCBJNc2ddcBb6EVNq8AzqqqdUmWAq+ntYrqqmYrjFe2PfZU4MLRoS7JfwKfoLUozdokz2lO/SXwuiSrac1B/GBT/kFgz6b8dcAvbO0x0xy578iCNq58KkmSJPWADwPfSvKmJGcC3+ThBTvHNZVzFKmqS4BLRpW9se37FWyn+7OqzgPOG1W2lrHnD46cf9N2yn9tO+VraK3OOrr8flrhVY2D91zAvIFZXH+bK59KkiRJ011V/U2SzwIjWejlVfXtTutPaVBU/5g9Kxy13zBX/PjubjdFkiRJUgeqahWtLQUnbCrnKKrPnHDUY/jOLfdwy7p7u90USZIkSVPIoKiO/cbj9gXgku/e1uWWSJIkSZpKBkV17MA9d+MJS3fnMwZFSZIkqa8ZFDUhv/H4fblm7c/58V2but0USZIkqa8kOS/J7Um+1+22GBQ1Ic9thp/aqyhJkiTtcv8CnNjtRoBBURO0dPFuHHPgIj79HYOiJEmStCtV1VeAdd1uBxgUNQm/+fj9+P5t61lzx8ZuN0WSJEnqJQNJrmz7nN7tBm2PQVET9tzHPQaAz1xjr6IkSZI0AVuqannb59xuN2h7DIqasH13n8+TD17Mpw2KkiRJUl8yKGpSfuNx+/KDn23ghp9t6HZTJEmSJO1iBkVNysjqp5+/9qddbokkSZLUH5JcAHwdOCLJ2iSv6FZbDIqalH2GB3nsvsN8dfVd3W6KJEmS1Beq6tSq2req5lTV0qr6YLfaYlDUpB132J5cdfPd3P/g1m43RZIkSdIuZFDUpB13+F5s3rKNK2+6u9tNkSRJkrQLGRQ1accesgcDs8JXf3Rnt5siSZIkaRcyKGrSFswb4JgDF/G11QZFSZIkqZ8YFLVTnnbYXlzzk5/z83sf7HZTJEmSJO0iBkXtlOMO34sq+PoaVz+VJEmS+oVBUTvl6AMWMX/ObL7mPEVJmtY+fuUtvOPzP+h2MyRJPcKgqJ0yd2AWxx6yB191nqIkTWuf/e5tfOKqW7rdDElSjzAoaqcdd/ie/P/s3Xd4VFX6wPHvmUlm0nsjjZKEJITeBelVQLGgIhbUn7JrW8uu3XVd3XVdd9UVC+qq2EXXCiqKgPTeAiQQQoCQQnrvycz5/TFDSCBAgIQk8H6eZ57M3Ln3zjszyc197znnPSm55WQVV7V1KEIIIU6iqLKW/LIarFbd1qEIIYToACRRFOdsWIQfgHQ/FUKIdqy4spY6q6a4UoqPCSGEOD1JFMU569HJA28XR9bul4I2QgjRXh2tTp1XVt3GkQghhOgIJFEU58xgUAyL8GPt/jy0li5NQgjR3mitKbK3JOZKoiiEEKIZJFEULWJYpC9ZJVUcLqho61CEEEIcp6y6Dot9bGJeWU0bRyOEEKIjkERRtIjOPq4AUtBGCCHaoYbjEvNKpUVRCCHE6UmiKFqEl4sjgBRJEEKIdqio4tixWbqeCiGEaA5JFEWL8HS2JYpFkigKIUS7Iy2KQgghzpQkiqJFeNpbFEskURRCiHbnaKJocjBI1VMhhBDNIomiaBFuJgcMqnH3JiGEEO3D0WNzNz9XKWYjhBCiWSRRFC3CYFB4OjvKGEUhhGiHiiptyWFEgJu0KAohhGgWSRRFi/F0dpQxikII0Q4VV9ZicjAQ6u1MflmNzHkrhBDitCRRFC3G08UkLYpCCNEOFVfU4uXsiL+bmRqLlZLKurYOSQghRDsniaJoMZ7OjhRXyNgXIYRob4oqavF0dsTPzQzIFBlCCCFOTxJF0WK8ZIyiEEK0S0WVNXi5HEsUZZyiEEKI05FEUbQYGaMohBDtU3FlHZ7OJvzcTYAkim2lqtbCkoQsLFYZIyqEaP8kURQtxsvFkZLKWqzyD1AIIdqV4oqaRl1P80olUTzfEjKLufy1Ncz5eCtfb01v63CEEOK0JFEULcbT2RGrhtLqY0USPl5/iJeXJLVdUEIIISiqrMXLxRFvFxMGRbPnUjyUV87W1IJGy7TWPP7NLr7fkdHicS7fm834l1dSWH7hjHe3WDVvr0zhyjfWUlJVS4C7mUU7M9s6LCGEOC1JFEWL8XR2BKCkQffTH3cd4YstaW0VkhBCXPRq6qxU1FjwcnbEaFD4uJpP2fVUa826lDzu+HAzY15awYy31rMo/lhisy4ln883Heapb3eTU1rVorEu25PD/pwy3lqZ0qL7bSsZRZXc+O4G/rF4L+NjA/n5/pFcNzCMtfvzyJVW3WapqrWwOjm3rcMQ4qLUqomiUmqyUipJKbVfKfVYE8+PVEptU0rVKaVmHPfcbKVUsv02277MRSn1o1Jqr1IqQSn1QoP1X1FK7bDf9imlik61L/vyAUqpXfb45iqllH25j1LqV/v6vyqlvFvj87nQHE0UiyqOJYr5ZTVkl1RTXWdpq7CEEOKidrTImJeL7Rjt724mx56kaK2ZuyyZB7/Ywd2fbuWODzcz6T+rmPXfjWw7XMR9YyIZ1NmHh77cUX+y/tbKFLxdHKmqs/DPxS3bYyQhswSAD9YdIqu4ZZPQhqpqLby2LJndGcWt9hrf78hg8n9WsSu9mH9f24c3b+yPt6uJy/sEY9Xw064jp93H1tRCii7yauJvrUzh5vc2caS4sq1DEeKi02qJolLKCLwBXAb0AG5QSvU4brXDwK3AZ8dt6wP8BRgCDAb+0iBZ+7fWOgboBwxXSl0GoLV+UGvdV2vdF3gN+KYZ+5oHzAGi7LfJ9uWPAcu01lHAMvtjcRpHE8WGlU/z7d2HMgrlAC+EEG2huNJ2HPawH6Mj/F3Zl10KQHphJS//uo/VyXnsyy7jSHEVPq4m/nlNL9Y9NpaHJkbz39kDifB34/8+2MILi/eyOjmPOSMjuGNEN77eln5C19SzZbFq9maVMKFHIFatmbs8uUX225TPNx3mpV/3Me21Nfzu4y3szSppsX0XV9Tyh8+3c/+CHXQPdGfx/SOZMSAU+7VoooPciQ50Z2H8ybufaq1ZmFLDNfPWMfOdDZRWnVgoLqe0il8Sslos7vZIa823221dnOU8QojzrzVbFAcD+7XWB7TWNcACYHrDFbTWh7TWOwHrcdtOAn7VWhdorQuBX4HJWusKrfVv9m1rgG1AaBOvfQPw+an2pZTqBHhorddrrTXwEXClfZvpwIf2+x82WC5OwcvFVk3vaKJYZ7FSaL8SmiYHeCHEBeSHnZm8+PPetg6jWY61KNqO0XHBnqQXVlJcUVvfovbe7IEsfWgUP/5hBAvmXML1g8JxcjQCtouAn985lMFdfXhrZQruTg7cNDSc+8ZGEuhh5rkf9mD7N9o8aQUVVNWe2MvkYF4ZVbVWJscFccPgcL7cnMahvPJzffsnqLNYeXf1QfqHe/HA+CjW7c/nsldX88hX8WddjE1rzeZDBTz8v3gueWEZP+06wp8mdueLOUMJ93U5Yf0r+gazNbWQ9MKKE56zWDV//n433yTXMiLKj+ScMu75bDu1lsanSq/8mszvPt7KxgP5ZxVzR7A9rYjUfNtnlF0iXXWFON8cWnHfIUDDwWnp2Fr1znbbkIYrKKW8gMuBV49b3hnoCiw/zb5C7Pebeo1ArfURAK31EaVUQFNBKqXmYGuRJDAwkBUrVjTv3V2gCqts/8Q27diNa0ESRdVWjp47LN+wA51pu5pdVlZ20X9WFwL5Hi8M8j2enXe3VhGfayGSTHyc2tdwwDniLwAAIABJREFU/+O/0x05tgJjKXt2ojON1OXaHn+2eBUJ+RaMCrL3bWdFijrlfm/rpglUjvg7G9i6YS0AU8M17+8u4t9fLGNQ0OlPKVKKLPxjUxVxvkYeHODU6Ln1mba4KjL30d8MC9A89ulqft/Htl5ivoVFKTV08zRyZZQjjoZTx3syGzLryCiqZkY3K30dMvnHcBPfJMOXW9LpqvKI9TXWr/vi5kpKa+CKCEcGBBoxqGOvWWfVpBRZ2ZVnYUtWHVkVGicjDO7kwPhwM+GGDNasbrrgj3+l7f/l3G/XMKWbqX55jUXz9s5qtmZbGB+imdWtgkiTI/MTcrlj3q/cGmdCKYXFqlm03ZZAPfbFJv481KlRbBeKjxOrMSqwaFizzXZu0dHIMbbju5i/w9ZMFJs6YjX3Ut0pt1VKOWBrMZyrtT5w3Hozga+01kcvV55sX+cSn21lrd8B3gEYOHCgHj169JlsfsGpqrXw4IqfCQzvyujRkew5UgK/rQbA2T+M0aNjAFixYgUX+2d1IZDv8cIg3+PZeWnXGjTFFLh24eoR3do6nEaO/07zt6bDtnjGDh9KFz9X4kqreWnrUhwDulJclEv3oBomjhvRrH2PO+7xCKtm7aur+SHNwv0zRmJyOHnSnFVcxSOvr8GgDMTnWnAI6cmlUX71z6//aQ8mh0PMnDIaR6OBJPby1soUZo6M4utt6axOzsPH1cSegzXsr3AiwMPMvuxSFAqzowEnByNmRwNmBwNOjkbMDgbM9cuM9ct/ycwiwt+B+2eMwmBPNseNtjD470tJrvPlrtF9AUjMLCHx59W4Oznwxo5qYjt5cM+YCEoq61i5L4e1+/Mpq67DaFAM6uLNH/uHMrV3J1xMzTu1+uzgWnaXWnlxtO2zL66s5c6PtrA1u4I/T+tBRF0qo0ePZizg8ste3vgthSE9I7h7dCSrk3Mpq93ElF5B/LQri1Lv7kzvG3LqF+xgai1WHly1lMm9OvFrYjYeAaGMHh3b1mGdMTnGdnwX83fYmoliOhDW4HEo0Nx60OnA6OO2XdHg8TtAstb6P01sOxO4pxn7Sqdxt9WG8WUrpTrZWxM7ATnNjPui5uRoxORgoNhezCa/Qfn1tCa61wghREeVXWIrtLIoPpM72lmieLyiJorZBLibScwsISGzhPGxTXaaaRajQfHYlBhum7+ZzzcdZvawLk2uV1Vr4Xcfb6G8uo6v7xrGXZ9u5W8/JnLf2Ch+S8rhD2OjSMgsITrQHUejLdn8/cgIPtmQygNf7MDLxZGnpsZy09DOrN2fx99+3ENBeQ2XRvrjYFBU11moqrXW/yyvrqOg3EpVrYXqOivVdcfuW6yal6/rU58kAjibjEzrE8y329P56/Q43J0c+XpbOo5GxW9/Gs3q5FxeXZrMvZ9tByDEy5nL+wQzqrs/wyJ98XByPOPP7oo+wTz7QyL7c8pwMzsw+/1NHMgrY+4N/biiTzArVqTWr/unidGkF1by4s9JhHq7sG5/Hq4mIy9d25fU/HW8+HMSk+KC6rsLXwhW7culsKKWq/qGsDO9iKyS1ituJNq3qloLn248TIC7mZHd/etrYojW15qJ4mYgSinVFcjAlsDNaua2vwDPNyg6MxF4HEAp9TfAE7jj+I2UUtGAN7D+dPvSWhcopUqVUkOBjcAt2IrgACwEZgMv2H9+38y4L3pezo7142Hyy23jCUK8nEmXMYpCiAtEncVKXlk1Xi6OxKcXk5pfTmdf17YOq0mH8ytYnZyLUuDeIJmJC/Zg5b5cCspr6BnieU6vMbq7P0O6+vDa8v1cOzD0hBa1o/MuxqcX887NA+gV6sljl8Vw72fbueezbQAkZZWSXljBpLig+u08XRz597V92JdVyi3DutSfHI6LDWRcbOBZx6u1ri8s09C1A0P5fNNhftx5hGsGhPLd9gzGxwbi52bmqn6hXN47mDX78wj1dibC363JfZyJqb078dyPibzx2342HsinpKqOD24bzPBIvxPWVUrx4ozeHCmq4k9fxmNyMDChRyDOJiNPToll1rsb+WDdIX4/KuKcYmpPvt2egbeLIyO7+xPk4dSqVXBF21sYn8nPu4/w6OSYRsfT3NJq7vxoCzvSbJMZHG3BHxHlT6i3M/5uZvzczfi5mfFydmx0AUicu1ZLFLXWdUqpe7Elakbgfa11glLqWWCL1nqhUmoQ8C225O5ypdRftdZx9iTuOWzJJsCz9mWhwJPAXmCb/SD9utb6Xft6NwALdINR9Sfbl/3+XcAHgDOw2H4DW4L4pVLq/7BVZr22JT+bC5mns2P99BhH54jqE+bJxgMtUxVPCCHaWn55DVYNswaH8+aKFBbFZ3Lv2Kgz3k9qfjl1Vk2Ev1uLxmfVmqWJ2Xy8IZVVybkYlOL6gWEYG5xA9Qj24Lck23QX55ooKqV4ZHIM18xbx/y1h7hnTGSj5+evPcS32zP408TuTLQnglN7daJgeg3hPi5U1li469Nt9XE1NCkuqFHy2BJOluD1C/Miwt+V/64+QGZRJfnlNcwYcKzjkYPRwOjos299PV6ghxNDu/ry7fYM/NzMLJgz9JTfhdnByDu3DODqees4kFvO1N7BAAyL9GNcTABvLN/PdQPD8HE1nXQfHUVpVS2/JmZz3cAwTA4GAj2c6qdOERemD9YeZNvhIpbvzeGRSTHcOqwL+3PLuG3+ZgrKa3jrpv74uzuxfG82y/bk8K9fThyv6mBQ+LqZ8HMz19/83c34uZkY2d2f7oHubfDOOrbWbFFEa/0T8NNxy55ucH8zTVctRWv9PvD+ccvSaXps4dHnn2nuvuzLtwA9m1iez4lDMUQzeLk0bFGswdGoiAv25KddWVTU1DV77IYQQrRXR7ud9gv3ZlAXbxbFHznjRLG4opZr5q2noLya6weF8dCEaPzdzecUV05pFV9uTmP+qkryq7YQ6GHmD2OjuGFwOEGejQvHxAXbEhKjQdGjk0dTuzsjAzp7Mz42kLdWpnDjkPD6CqtFFTW88us+xkT7N0oglVLcckmX+sc3DQ3nkw2H6XWOSeu5UErx8KQYHv16J3OX768/uWxNd42OwGCAf1zVu8nqqMfzcjHx0e2D+WnXEUZHH4vt8SkxTPrPauYuS+aZK+JaM+Tz4ufdWVTXWbmyn23cZaCHE8v25Jy0NVicG601vyRksSujmIcmRDe6qHQ+lFXXEZ9ezHUDQ8krq+HZHxL5Pj6TAzllOJmMfPm7S+gVajs2DOjszcOTYiiurCW3tJrc0mryymy3Y/dryC2tZl92KXll1dRaNC86O0qieBbkrF20KE9nRzKKbCdR+WXV+LqaCfV2BmzzdckfqRCiozvaBS7Qw8zlfYJ5+vsEkrJKiQ5q/vHt+Z/2UFhRwzX9Q/nflnQWxR/h7jER3D68a5PjzIoqajiUX0HfMK9Gy7XWbDxYwCcbUvl5dxZ1Vk0PXwN/n9GPcbGB9eP9jnc0OYz0d2uxcW0PT4pm8qurmLcyhccvsxUdeWvlAcpq6nh8SuwpT/CfnhbHxB5BJ7y/821yzyDGxPizMikXP3fzST+/ljKyu/8ZJ6Oh3i7MGdm4i2lkgDs3DA7jkw2p3HJJZ7q1cCv1+fbdjgzCfVzoH277fQjycKKy1kJJVV27Hp92ILfMPu7X1i24I9iVXsxzPyay6aCt51dMkAeX9wk+rzFsOpiPxaq5sm8Il0T48s22DP66KIEQb2feu3UQIV7OJ2zj6eyIp7MjkQGn/l3XWlNcWXvKQlvi5ORTEy3K09lESeWxYja+bibCfGxXSdMKpKCNEKLjy7Z3qw/ycOKynp0wKNu8is21LiWPL7akceeIbvzr2j4seXAkQ7v58uLPSYx7aSU/7Mw8YV7Cf/6cxIx56+q79JdW1fLhukNMfGUVM9/ZwKp9ucwe1oXlfxzFI4Ocmdyz0ymTnHAfFzydHekT1nIteNFB7lzZN4QP1h4iq7iKnNIqPlh3kOl9gk97kdDkYGBkd/920VpkdjAyMS6I/uHep1+5HXlgfHecHI28sLhjzO95MtklVaxLyefKfiH1vw+B9hbxnHZY0CatoIJ5K1KYOnc1Y19ayX2fb2fif1ayOjm3rUM7paziKh76cgeXv76GlJwy/nZlT6IC3HhtefJZzyd6ttbtz8fkYKB/Z2+UUlwzIJT1j49j0X2XNpkkngmlFF4uJunRdpbkUxMtyjZG0VbtNK+sGl+3xi2KQgjR0eWUVGFQ4OtmxmhQDI/0Y2F8Jg9N6H7aRKeq1sIT3+yis68LD4y3dVft5u/Gu7MHsm5/Hs/+kMi9n23HebaxvmCLxapZkmBrLVwUn8ltw7tw03ubiE8rok+oJy/O6M3lvYPrWzAON+M9GAyKBXOGEnCO3V2P9+D47vywM5OHv4rnSHEVtRbNA+O7t+hriKb5uZm5a3QE//oliY0H8hnSzbetQzorC3dkojVc2fdYq1ag/fc0q6SKqHbQMymruIofdmbyw84j9UVW+oZ58dTUWDr7uvKPn/Zw83ubuLpfCGO8zy3pKiivISGzmD1HSugZ7MmwJoodnYmKmjreWXWAt1cewGLV/G5UN+4ZE4mHkyPuTg7cv2AHPydkMaVXp3N6nTOxLiWfAeHejXo3uJolRWkP5FsQLcrLxZHyGgu1Fit5ZTVEBLjh72bG7GCQFkUhxAUhu6QKf3dz/Tiey3sH88jXO9mVUUzv0FN3nXx1WTKH8iv47M4hJ3T5HBbpx/f3Difu6V/YklpYnyhuTS0kv7wGk9HAt9sz6OrnSnxaEc9Nj+PmBuP8zlRsC4xNPF64rws3DA7no/WpRAa48fZNA+ji1z4rwl6Ibh/elU82pPL8T3v49u7hHbIC5LfbM+gT5tWo++zRMbZtWfk0r6yaxbuOsCj+CJtTC9DaVj340ckxTOvdqb73FMCIKD/e+G0/81ak8KtRU+efzpV9Q055IUlrTUZRJQn2aWsSM4tJyCzhyHHv+b6xkTwwvvsZjyO0WjXfbs/gX78kkVVSxdRenXjssphGcU/rHcyry5KZuyyZyXFBrfr7k11SxbwVKUzuGUTikRL+NFEuKLVHkiiKFnX0YH4or5z88mr83Mwopejs68LO9OI2jk4IIc5ddkk1gR7HisNMigviye92sSg+85SJYkJmMe+sOsB1A0MZFtF0q4DZwUiEvxtJWaX1y35JyMLkYODeMZG8/Os+29gdL2dmDg5vuTfVgp6YEsvknkEM6ep73otiXOycTUb+NDGaP/4vnkU7M5neN6StQzojSVmlJB4p4ZnLezRafvTvLcfe9fp80VqzdE8OH647xLqUPKwaogLceHB8d6b17nTSsaBOjkb+ODGaab2DuXv+Gh78Ip5vtmXw/FW9CPNxoc5i5UBeuX0u0+L65PBoMUCDggh/N4Z09SEu2JO4YA8iA9x4ack+Xlu+nx1pRcyd2Q/vZla43Xa4kGcWJrAzvZjeoZ68Nqsfg7r4nLCe0aC4b2wkD34Rz5LEbCb3bNmKww39d9UBPlh3iA/WHQLgkpMcEy9WSqnJwKvYZo54V2v9QlvEIYmiaFFDu9q6uizdk0NVrRVf+0HsuoFh/O3HPaxLyWvL8IQQ4pxll1QR6n3sKryniyOjuvvzw84jPH5ZbJNX4essVh7/ZhfeLiaemBJ7yv1HB7mzNbUQOFaN8NJIP2YODqtvkXx2elyrF1o5W06OxpMmwqL1XdUvhPfWHOTFn5OYFBfUYsWKzofvdmRgNCimHVdMxcnRiKez43ltUdyRVsTzP+5h06ECwnycuXt0JJf3CT6jolXRQe48OdSJNHNXXvx5LxNeWUl0oDtJ2aVU1VoB2/jcmCB3pvTqRFywB3HBHsQEeTRZDOefM3rTL9yLp79PYNpra3jrpgH11UBP5oedmTz4xQ783My8cn0fpvcJOWVL4eW9g5m7bD9zlyUzKS6wVcYN11qsfLcjg5Hd/enm50pKbhm9T/M+LiZKKSPwBjABSAc2K6UWaq0Tz3cskiiKFhXm40yIlzML422FHfzcbOMKbhramXdXH+RfvyTxh9jzO0haCCHO1s70IuatSOHRyTH1XShzSqsZ2KVxoZPL+wSzdE8OW1ILGdz1xCv1H6w7xM70Yt6Y1b9+6oiTiQ5yZ2F8JiVVtaQVVJBeWMl9YyMJcHdiTLS/vYx8WMu9SXFBMRgUT02NZda7G3lzRQoPTWg/XfqsVk1hRQ259qkMckqqyS079nPVvlxGRvnVnzs0FOThRNZ5KGZzOL+CF3/Zyw87j+DnZuK5K3syc1DYWV+YMSjF7GFdmNAjkBcW7yW7pIpZgzvbksIQDyL83c5o3zMHhxPbyYO7P93GNW+t47npcVw/qOneBR9vSOXp73czsLM3784e1KyKsQ5GW++FP/4vnqV7cpjQI/C021is2lbp3s3crF4EK5NyySur4ZahnRnfjP1fhAYD+7XWBwCUUguA6YAkiqJjU0oxPNKXL7ekA+DrZjshcnI0cv/4KB7/Zhfbfc2MacsghRCiGZYkZPGHBdupqrWSnFPGt3cPw+RgoKC8hkD3xvMSjo8NxMnRwKL4zBMSxbSCCl5aso/xsQFM6XX6rlwx9haLfVmlrErOw6Bs+wd46dq+VNTWdahWInH+DYv046p+Iby2PJkhXX0Yfo4FUE6nqtZiS/xKq+rntsux/2x4P6+smromKmq6mIwEuJuJDnTn7gbzbTYU6OnUqlVPK2ssvLQkiQ/XH8LBYOAPYyOZMyoCtxYqqhLs5czcG/q1yL76hHmx6L5LuX/Bdh79ehfbDxfxzBVx9ccFrTVzl+3nlaX7GBcTwOuz+p/RdB3T+wYzd3kyry6zHbdO1qqYV1bNl1vS+GzjYdILK3E0KkK8nAnzcSHMx4VwHxfCvO0/fZzxdHZEKcVXW9PxczMxKrp15yltxxyUUlsaPH5Ha/1Og8chQFqDx+nAkPMS2XEkURQtbliEX32i2PCq4LUDQnl39QE+3VPBnOq6Fjv4CiFES9Ja8/7aQ/ztx0R6h3px54iu3L9gBw8s2MFfLrdNZt5wjCLYKvSNiw3kp11H+MvlPXBo0ELwv63pVNdZeHZ6z2Z14zratW1vVilLErIY2MUHX/ux1NPFEU/a7zxyov3425U92ZVRzP0LtvPA+O6EeNt6/AR7OZ/y/6/VqqmxWKmus1JdayG/vKaJxM+eEJZVk1tSTWl13Qn7OVoZOMDdjL+7mZggd/zdjz52anDf3KwKl0EeZvYcKcFi1S0+9jU1v5zffbyVpOxSrhsQxkMTu5/wN97e+Lia+OC2wbz8axJv/JZC4pES3ryxP8Gezvx1UQIfrk/l6v4h/POa3mfcGupgNHDPmEge+Wony/fm1BfWAtvxcUtqIR+vT2Xx7iPUWjRDuvpw67Au5JfXcLiggvSCChbvOkJhRW2j/bo7ORDm7cK+7FJuHdal3XafPw/qtNYDT/F8U7/gbdIdT87URYsbFnGsJPfRFkWwHXhenNGbGfPW88/Fe3nuyp5tEZ4QQpxUncXKsz8k8tH6VCbHBfHK9X1xNhnJK63mmUWJ9cUjAjxO7Bp3RZ9gftx5hPlrD3F1/5D65G7lvlz6hXsT3Mz5wEK8nHE3O7AkMZu9WaX8eVqP028kxHFczQ7Mu7E/M9/ZwFPf7W70nIeTA75uZmotVmrqrNQc/VlnbbLFryE3swP+7mb83czEdvJgZJS5UdJnu++Ej6upRRO6XiGefLklnSmvruaJqbGM6n7q1iitNR+sO8SnGw9z45Bwbhgc3mRL/NLEbB78cgcGpZh/6yBGRwe0WMytzWhQPDwphj6hXvzxy3guf20NfcO8+C0plzsu7coTU5oeM90cR1uk5y5LZmxMAGXVdXy3PYNPNhwmKbsUd7MDNw7pzI1Dwk86ZUlpVS1pBZW25LGwgsMFFaQVVODoYOCmoZ3P5a1f6NKBhuMLQoHmT9bbgiRRFC0uwMOJyAA39ueU4eva+GRqQGcfJnR24OMNqVzZL5gBnU8cyyOEEG2hvLqO+z7fzvK9OcwZ2Y3HJsfUn2TNHtaFn3Zn8dVWW2+JoxWeGxrV3Z9u/q78/ac9vPDzXt6dPZA+oV7sTC/iwTOYS1ApRXSQO6v22SbsnihjeMRZigp0Z9OT48ktrSajqIKMoioyiyrJLKqkoLwGk4MBs4MBk9GAycF+MxqP3Xcw4OtqapQEttXE5TcO6Yy3q4l//5LE7Pc38btR3Xh4YnSj1vujGl7wCfZ04q+LEnlzRQp3jYpg1hBbwmixal75dR+v/7afniEezLtxQKOpIjqSiXFBLLzPnd9/vJXfknJ5ZHI0d42KOKdCNI5GA/eMjuSxb3Yx5+OtrNufR3mNhZ4hHrxwdS+u6Bt82t8FdydHegQ70iO45afiucBtBqKUUl2BDGAmMKstApFEUbSKcbEBVNZYMDmceAC/JsrEigwrvyRkS6IohDjvvtycxlurUvjwtsH1J4Zaa26bv5mthwv525U9T7jarZTi+at6cdmrq6i16BPGKIJtLPaSB0ayM6OYBxbs4D9Lk7l9eBe05rStH8eLDnJnS2ohccEeHfbkVbQPRoMiyNOJIE8nBnTgRhyDQTGtdzDjYwN59odE3l55gO2Hi3j9hn4ENOgmWlpVy32fb2dFUm79BZ+NBwt4ddk+nv0hkXkrU5gzohurknNZnZzH9QPD+Ov0uA4/7rernyvf3TOcg3nlLZaYXd0/lDdXpLBqXy6X9wnmpqGd6RPq2SqVUMUxWus6pdS9wC/Ypsd4X2ud0BaxSKIoWsUfJ9iuZjXF7KCIDnQnMbPkPEclhLjQWa36lF2t6ixW/rN0H5nFVdw6fxPf3DUcTxdH1h/IZ9OhAp6dHnfSLlGRAW48OKE7/9uSjpdL0+MEHYwG+od7c+fIbvz5u928vnw/Pq4meoWcWen3owVtJsW13jxmQnRETo5Gnr+qF4O7+PD4N7uYMncNc2/oy7AIPzKLKrn9g80k55Tx/FW9mDXEVg30kghfLom4hA0H8nl1aTJ//2kPJgcDL1zdq93OR3o2nE3GFm29MzkYWHjvcJRSzaqYKlqO1von4Ke2jkMSRdEqbF1WTl4CvkcnD5YkZqG1litTQrSiihpbkYm26i52vixJyOLD9YfYllrEjUPCeeok4/qWJGaTWVzF70Z2Y/7aQ8z5eAsf/d9g3l9zEB9X02mnnbh7dGSzunTN6B/Ky0uSSM4pY3rf4DMeJzQs0o+ufq5M7xt8+pWFuAhd2S+EuGAPfv/JVm56dyO3D+/KwvhMKmsszL91ECObaMUf2s2XoXN82ZpaiLuTA91PMrZOHHO66XzEhe2iLTck2lZciAeFFbUcOY+T5wpxMbrp3Y0MeG4pD36xgzXJeVhOU6iiI9qdUcw9n20jvbCSMB9nvtiSRlWtpcl15689SJiPM49MjuFf1/Zm48EC7vxoK8v25nDT0M7N6n7WnItbziYjN1/SBTjzbqcAEf5u/Pan0XT2dT3jbYW4WEQFurPw3kuZ1juYd9ccxNFo4Ou7hzWZJDY0oLO3JIlCNMOFfYlZtFtx9q4RCZklza4EKIQ4MzV1VnamF9PVz5Wle7L5dnsGnTyduKpfCNcMCCXC362tQ2y2oxX3Lu8T3KgLVEVNHX9YsB0fVxPf3j2cXRnFzH5/EyuScpncs3G3zd0ZxWw+VMhTU2MxGhTT+4aQUVTJiz8nYTIauLmFq/DdMaIraH1CHEKIluNqduDVmX2ZMSCUuGCP+mrDQohzJ4miaBMxQR4oBQmZxUywV/TbcqiAXxKyeGRyzMU8t44QLSYlt4w6q+a+cVFM7BHI0j3ZfL01nbdXHeDNFSn0CfOit3stfStq2nX3opySKm77YDMJmSV8uO4Q784eyJHiKpbvzWFJQhapBRV8+n9D8HE1MTzCFz83E9/vyCDcx4V7PtvG09N6MCYmgPfXHsTFZOS6Qce6l941KgKLReNsMuLv3rInmB5Ojjw0MbpF9ymEOJFS6rStiEKIMyeJomgTrmYHuvq5kmAvaLPhQD63zd9MZa2FTp7O3H5p1zaOUIiOb2+W7e8rJsgdJ0cj03oHM613MDmlVXy/PZOvt6XzcWINX/x9GeNiA7imfyijov3P+kJNdZ2Fsqo6yqrtt6o6ymvqKLUvK6+uw2KFWy7p3KwJtgFKqmq5et46CspreHRyDG+u2M+of60AwNGoGNrNl4cnxTAs0g+wFZOZ1juYzzYdZkdaEUeKq3jux0R6BHvwQ/wRZg4Ow8PpWIukUor7xkWd1fsVQgghLmSSKIo2ExfsybbUwvokMcTbGV9XE68s3cf0vsHSfUSIc7Q3qxRHo6KrX+NxbgHuTtw5sht3jOjKR4uWk6o68f2ODBbvzsLX1cQVfYPpF+5NRfWpk76G98uq66i1NG/8Y2FFDU9MiW3Wup9vPEx6YSVfzBnKkG6+TOgRwNfbMugT6smlUf64NZFwXtkvhA/WHaK4spb7x0Xx6rJkbpu/mRqLldnDujTrdYUQQoiLnSSKos3EBXuwKD6zPkn8/M6hFFfWMPk/q/n3kn384+pebR2iEB1aUlYpEf5uJ20hVErR2cPI7NE9eHxKDCuTcvl6WzqfbjjM/LWHGq3rYjLianbA3eyAm5MDriYHwnxccDc74Gpf5mZucHNq+v5fFyXw/pqDXD8orH6MpMWqqbNaMTs0LiRTXWfh/bUHGR7py5BuvgBEBrjz6OSYU77vPqGe3DMmguERflwS4cuyvdnszihhdLR/hxqXKYQQQrQlSRRFmzla0CbYy4nP7hyCv7sZf3czs4d14f21B7lxSDg9z3DuMSHaQnud5iUpq5QhXX2ata6j0cD4HoGM7xFIcUUt2aVVuB1NAs0OGM9weoeTeWRyDIt3ZfHsokQ+uG0QSime/n43a/bn8euDozA5HEtqv9+RSXZJNf+a0eeMXkMpxcOTjiWTj04x3xzBAAAfcElEQVSO4db5m5kzoluLvAchhBDiYiAVQ0SbGdrNl0cmR/P5nKEEuDvVL//DuCh8XEw8szABrS+8Uv7iwpFeWMFjX+8k5s8/s3Z/XqPn3ltzkEmvrKLWYgVgaWI2P+8+ct5+p4vt089EB5355MueLo50D3Qn2MsZT2fHFksSAfzczNw/PoqV+3JZvjeHI8WVfLkljdT8Cr7fkVG/XlFFDfNWpBDbyYMRUX7n9JojovzZ/vSE+nGMQgghhDg9SRRFm3E0Grh7dGSjJBHA09mRhydFsyW1kIXxmW0UnRAnZ7Fq3l6ZwtiXVvLNtgwcDIr31xxstM7yvdkkZZeybE82heU13Pv5Nn7/yTbu+HALWa00f6jVqvktKYdF8ZkkZZcCENOp/c0VNntYFyID3Hj2h0TmrUjBqqGLrwtvrUzBatUczq/g6nnryCis5PHLYlqktbZhARshhBBCnJ50PRXt0rUDw/h042H+/uMeRkcHNJo3TYjzrdZipabOiqvZAa01t87fxOrkPCb2COSv0+P4dMNh3lyxn8yiSoK9nNFaszvDVnH0kw2H2ZddRlWtlTkju/HR+kNMeHklT0yNZeagsEZJ0NHtfknIYn9OGS4mIy5m29jAoV19GR3t32TSVFhew5db0vhkYyppBZUA9AnzAmwVT9sbR6OBp6f14Jb3N/HR+lSu6hfCmJgA/vD5dh74YgfL9mTj6GDg0zuHMKhL87rOCiGEEKJlSaIo2iWjQfH8Vb2Y/sYaXli8VwrbiPOmps7KpxtT2XAgn6em9sDFZGTWfzdSa7Gy+IERbDhQwOrkPB6dHMPvR3VDKcX1g8J4Y8V+vticxoMTupNWUElxZS1d/VxZsz+P+PQiRkf788SUWGYNDuexb3by+De7WLgjk79f1ZOc0mp+SchiSUI2GUWVGA22SqVVtRYqamxTTry98gDDI315amoPYjvZupPGpxXx0fpUFu3MpKbOyuCuPjwyKYafE7L4cecRPJwcCPJwOs07bhsju/szoUcgvyZm87tR3Yj0d+PfPi4sjM9kUlwgT07pQbivS1uHKYQQQly0JFEU7VavUE/uGNGNd1YdYHrfYIbaqx4KcbasVo3hFOPtUvPLuXX+Zg7mleNoVGw6WIC/u5kDueXUWTWfbjjM8r05BLibuf3SLvWte2E+LoyM8ufLLWncNzaSnRlFAPx5WixzPtpKaVUdc0baCql08XPlszuGsmBzGv/4aQ9jX1oJgMnBwMgoP+4fH8X42EB8XE31cdVarHy28TCvLN3H1Lmrmd43hJTcMnamF+NqMnLdwFBuHtqFaHvr4aS4IACcHY3tssjOUf+a0ZuEzBJi7OMoP7x9MKVVtfQO9WrjyIQQQgghiaJo1x4c352fd2fx+De7WHz/CJwcjaffSFywiipqqKy10MnT+Yy3feJbWwvesAhfRkcHMCranxCvY/uxWDV//DKe/LJq5t86iC5+rtzx4WYO5VXw/q2DeHtVCi8tSaK8xsKjk2NOmMrhhsHh/P6TraxIymVXRjGORsXwSD+u6R9KakE5lzS40GEwKGYNCWdMjD+fb0ojOtCd0dH+J52E3tFoYPawLlzZN4RXlyXz0fpDdPFz5dnpcVzVLwT348bfmRwMvDGr/xl/Ruebl4uJ4Q0KzBw/36MQQggh2o4kiqJdczYZef6qXtz03kbmLkvmkdPMnyYubM8sTCDxSAlLHhx1RtsVV9by9dZ0uvq5kpBZwpLEbACiAtwYHe3PqO4B7M4sZktqIS9f14cxMQEA/HDfCAoqagjxcsbH1cS019bgajIya0j4Ca8xLjYAf3czn286TFWdhZggD8wORv45o/dJ4+rk6cxDE7o3+314ujjy9OU9ePSyaExGQ7tuLRRCCCFExyaJomj3Lo3y49oBoby96gAT44LoGybd0i5WuzNLOJBbRnWdBbODsdnzF/648wjVdVZenNGbXiGepOSWsSIplxVJuXy4LpX/rrZVLB0XE8BV/ULqt3M2GQkx2Vode4Z48vCkaLxdTE0WV3I0Grh+YBhvrtiP2cHIlQ3209KOb80UQgghhGhpkiiKDuHJqbGsSs7l2rfW8ftREdw7NlJOli8ytRYrh/LKsWpIza+ge6A7V765jt4hnjx3Zc9TbvvV1jS6B7rRK8QTpRSRAe5EBrhzx4hulFfXseFAPjvSipg9rMspE897xkSe8nWOFrWprLXQK8TzrN6nEEIIIUR7IPMoig7By8XEj38YwbTewby2fD+3vLeJ4sratg5LnEep+RXUWW2T1afklFFYXkN8WhEfb0htNFG71prEzJL6x/tzyth2uIgZA0KbTAJdzQ6Miw3kjxOj8XMzn1OMR4vaAPQOlURRCCGEEB2XJIqiw/BzM/PK9X15dWZfth0u5Pq315Nd0joTl4vzx2LVWO0JoMWq+XZ7OuXVdSestz+nrP7+gbxyEuzJoJ+bmSe/3U1qfjkAn2xIZcrc1azdnwfA19vSMRpUq3YFbej+8VFM7dWpvgKpEEIIIURHJImi6HCm9w3h/VsHkVZQwdVvruNAbtnpNxLtTmlVLXOXJdPv2SU8vXA3AAvjM3jwi3i+a9BCeFSK/Xv2cnEkJaeMxCPFAHxw2yCMBsV9n28nv6yaV5YmA/D11nQsVs0329IZ3d2fAPfzM59g/3Bv3rixP45GObwKIYQQouOSMxnRIY2I8mfBnEuoqrUw46317EgrauuQzkqtxdrWIbSZOz/awsu/7sPb1cSnGw8Tn1bEq/Ykr2HX0aP255TRydOJuGAPUuwtip08negZ4sk/r+nNzvRirnh9LYUVNQzq4s3PCVksScgiu6SaaweGnu+3J4QQQgjRoUmiKDqsXqGefHXXMFzNRmb9dwMr9+W2dUhn5OMNqQx47le2Hy5s61DOu9T8cjYcKOBPE7uz8N5L8XYxcev8TRzKr8DN7MCeI00nipEBbkT4u3Egp4yEzBLigm0TtU/uGcQtl3Qmo6iSq/qF8PCkGCpqLDz53W68XRwZGxN4vt+iEEIIIUSHJomi6NC6+rny9V3D6Ozryp0fbulQ3VD/tyWNkqo6bp2/maSs0rYO57z6fkcmSsHV/UPxdHbkwQndKayopWeIB9f0D2FvVmn9uEUAq1WTkltGhL8tUSytrmN/Thk9OnnUr/PElFientaDp6b2YGBnb0K8nCkor2F63xBMDnKoE0IIIYQ4E3L2JDq8AHcnPrp9MGYHA8/+kIjW+vQbtbHMokp2phcza0g4ZgcDN7+3kcP5FW0d1nmhtea7HRkM7uJDsJdtjsIbBoUxZ2Q3/nFVb+KCPamosZBaUMGWQwVc99Z6th4upKLGQmSAG938Xev31SP4WGVRJ0cjt1/aFR9XEwaD4ur+tuI1MwZIt1MhhBBCiDMliaK4IPi7m7l/fBQrknJZvjfnjLbdfriQJ7/dhcV6/hLMXxOzAbh9eFc+uWMINRYrN723kZxzqOKqtSYhs5j4tCKqai0tFWqLS8gs4UBuOdP7HqtC6mA08MSUWHqFehJrbyVMzCzh/bUH2XSogDs+3AJQ3/X0qKNdT5ty1+gIPvm/IfSU+QyFEEIIIc6YQ1sHIERLmT2sCws2p/HsD4kMj/TDydHYrO1eWLyXjQcLGB7px5RenVo5SptfErKI8HclMsCW9Hxw22Bu/O8Gbn5vE1/8biheLqZm76u8uo7vd2Ty6cbU+ikjDAq6+bsR28mD2E7uxHbyIK6TB/7u5lNOKN/a8suqeWlJEo5GxZReQU2uExXohtGg2JJawPK9OfQJ9WRnhq3CaWSAGz4uJpwdjTgaFaHezid9LReTA5dG+bXK+xBCCCGEuNBJoiguGI5GA3+5vAc3v7eJ99Yc5J4xkafdZndGMRsPFqAUvL3qAJf1DDqrRKqsuo6Sytr6rpSnUlRRw8aDBfxuZLf6ZX3DvPjvLQO59YPN3Dp/M5/eMQRX8+n/PL/ams4zCxMoq64jJsid56bH4e9uJjGzhMQjpWxLLWRRfGb9+r6uJmI7edAv3Itr+ofSxc/1FHs/d4XlNbyydB8/7jyCn5uZI8WVVNRY+NOk6JMmw06ORiL8XVmwKY2qWitPTu3BzvQilu/NwdfVhFKKmE7uuJkd2jTpFUIIIYS4kLVqoqiUmgy8ChiBd7XWLxz3/EjgP0BvYKbW+qsGz80GnrI//JvW+kOllAvwPyACsACLtNaPNdjmOuAZQAPxWutZ9uX/BKbaV3tOa/2FfXlXYAHgA2wDbtZa1yilzMBHwAAgH7hea32oRT4U0apGRPkzKS6Q15fv5+r+IXTyPHXiNn/tIVxMRu4ZE8m/fkli86FCBnf1OePXffq73fyamM2vD40iyPPU8/Ut25ODxaqZGNe4RW1YpB+v39CPuz7dxviXVzJzUDgzB4cR6NH0/tIKKnjqu13EBXvyxJQY+od71ydOk3seaxktrqhlT1YJe44cvZXy5ooUXlu+n0sj/bhhcDgTegS2WMEXq1WzeHcWy/Zks3RPNmXVdVzWsxPVdVYiA914cHwUkQGnnoy+RycP9mWXEehhZmBnbwZ39eGOEccS6zdm9cfBIEmiEEIIIURrabVEUSllBN4AJgDpwGal1EKtdWKD1Q4DtwJ/Om5bH+AvwEBsSd9WpdRCoBr4t9b6N6WUCVimlLpMa71YKRUFPA4M11oXKqUC7PuaCvQH+gJmYKVSarHWugT4J/CK1nqBUuot4P+AefafhVrrSKXUTPt617f4hyRaxVNTezA+aSUP/28nb8zqj6eLY5Pr5ZRWsSg+kxsGh3H78K68u/oA76w6cMaJYkVNHYt3Z1FZa+HP3+/mnZsHnLKla0liFkEeTvRuYuzcxLggPr59MPNWpvDK0n3MXZ7MxB6B3DikM8MifDHYkyOtNU9/vxuDUrx2Q79TtmR6ujgytJsvQ7v51i/LLqniy81pLNicxj2fbcPPzcSMAWHMHBR2Tq2MOSVV/PF/8axOzrNPSxHAXaMjiQ46dWJ4vNhOHny3I5MpvTrVv+eGmtNyK4QQQgghzl5rtigOBvZrrQ8AKKUWANOB+kTxaCudUur4WccnAb9qrQvsz/8KTNZafw78Zt+2Rim1DTha0vBO4A2tdaH9+aMVTXoAK7XWdUCdUioemKyU+h8wFphlX+9DbK2R8+xxPmNf/hXwulJK6Y5QTlMQ5uPCM1fE8efvdjPpP6t46bo+DI88cazaJxsOU2OxcuvwrjibjNx8SRfmLkuun4ahuZbuyaGy1sLEHoEsSczm591ZXHaSsY6VNRZW7svl2gFhTSZAYGtZHBbpx6G8cj7fdJgvt6SxeHcWnX1d6BPqRaCHmYN55fyWlMtTU2PPKmkK9HDivnFR3D0mklXJuXy+8TD/XX2At1amnHUr49LEbB75eicVNXU8f1Uvrh8UhvEsW/0Gd/XBwaC4up9ULBVCCCGEaAutWfU0BEhr8DjdvqxFtlVKeQGXA8vsi7oD3ZVSa5VSG+zdXgHigcuUUi5KKT9gDBAG+AJF9gTy+Neof33788X29UUHccPgcL65exguZiM3vruRZxclNqoEWlVr4dMNqYyLCaCrvQXtlks6Y3Yw8O7qA2f0WoviMwn0MPP6rP7EBXvw9MIEiitqm1x3VXIuVbVWJsU1XciloS5+rjw+JZb1j4/jlev70NXPla2phXy4LpWU3HJmDgrj1mFdzijW4xkNijHRAbxzy0DWPTaWP07ozsG8cu75bBvDXljG339MZF/2qed4rKyx8NR3u7jjoy0EeTjxw30jmDUk/KyTRIB+4d7sfGYivUKlYqkQQgghRFtQrdVIppS6Fpiktb7D/vhmYLDW+r4m1v0A+OHoGEWl1MOAWWv9N/vjPwMVWuuX7I8dgEXAL1rr/9iX/QDUAtdha2VcDfTUWhcppZ4ErgVygRxgE/AZsF5rHWnfPgz4SWvdSymVYI893f5cij32/OPingPMAQgMDBywYMGCFvjkLnxlZWW4uTW/xe5cVFs0XybVsOxwHT5OiqsiHRke4sDajDre213DI4Oc6OF7rDrqBwnVrMmo46VRLniaT5/olNdq7l9ewbhwB26INXOo2MKzG6q4NMSB23uaT1j/vzur2Z5Tx9yxLu12jJ1Va3bnWViZXseOHAsWDd08DVwa4sCQTg64OtriLisro1C7MC++iswyzeQuDlzT3YRjO31fomnn8+9RnB/ynV4Y5Hu8MMj32PG19Hc4ZsyYCq1161YTbCGt2fU0HVvL3VGhQOZJ1m1q29HHbbuiweN3gOSjSWKDbTZorWuBg0qpJCAK2Ky1/jvwdwCl1GdAMpAHeCmlHOythg3jOxp7uj0p9QQKjg9Sa/2OPRYGDhyoR48effwqogkrVqzgfH5Wk8bB+pR8Xli8h/d2F7Mqx0SNxYGYIDN3XT2i0XjC8Lgyxr28kq/SXQj0cCKvrJr8shryy6qpqLXw7PSeXNEnuH79LzenUad3cve0IfQJ8wLgiGkPb688wO8vG8CwiGNdXussVh5YtZRJvUIYP7bveXv/Z2Ms8Acgr6ya77Zn8NXWdD5KLOWLfXVMigvi2oGhrFu7g6+Sq/F0MfHR7X0Y2d2/rcMWZ+F8/z2K1iff6YVBvscLg3yPHd/F/B22ZtfTzUCUUqqrvfDMTGBhM7f9BZiolPJWSnkDE+3LUEr9DVvi9sBx23yHrVsp9i6m3YEDSimjUsrXvrw3tgqrS+zjDX8DZti3nw18b7+/0P4Y+/PLZXxix3ZJhC/f3TOceTf2x6I1qfkV3H5p1xOKznTzd+OqfiFsPFDAuv155JfV4OtmYlikH508nXnym11kFlXWr78wPpPOvi70btBF8oFx3ens68JT3+6muu5Yd9dNhwooqqhlYo/A1n/DLcTPzcwdI7qx+P4RLLx3ONcNDGNFUg43v7eJz/bWMCLKj5/vHyFJohBCCCHEBabVWhS11nVKqXuxJXhG4H2tdYJS6llgi9Z6oVJqEPAt4A1crpT6q9Y6TmtdoJR6DluyCfCsfVko8CSwF9hmP8l/XWv9LseSy0RsU2c8rLXOV0o5Aavt65YANzUYl/gosMCefG4H3rMvfw/4WCm1H1tL4szW+pzE+aOU4rJenZjQI5CdGcX0s7cAHu/l6/ry0rV9TkgiD+dXMPnVVTz69U4+un0weWU1rEvJ4+7RkY3WdTYZ+esVcdw6fzP/XXWAe8dGAbAkIRuzg4FR0R0vqVJK0TvUi96hXjw5NZale7JJTEzk4esHylyGQgghhBAXoFadR1Fr/RPw03HLnm5wfzPHqpYev+37wPvHLUsHmjwrtbf4PWS/NVxeha3yaVPbHMBWnfX45VXYxjSKC5CD0UD/cO9TrtNU8hPu68ITU2J56rvdfLrxMBarxqrhir7BJ6w7OjqAy3oG8dry/UzvG0KotzNLErIYEeWHi6lV/+xanZOjkWm9g3Er2CdJohBCCCHEBao1u54KccG5cUg4I6L8eP6nPXy8IZXoQHe6BzY9R+Cfp/XAaFD8dVECuzNKyCyuYmIzqp0KIYQQQgjR1iRRFOIMKKX45zW9MSrF/pyyJlsTjwr2cuaB8VEs3ZPD0wt3Y1AwPrbjjE8UQgghhBAXL0kUhThDwV7OPHdlT9zMDo0qoDbltuFd6R7oxvbDRQzq4oOPq+k8RSmEEEIIIcTZk0RRiLNwZb8Qdv5lImE+Lqdcz9Fo4LnpPVEKpvbudJ6iE0IIIYQQ4txIoijEWTI0c2L5Id18Wf7H0dw4pHMrRySEEEIIIS5USqlrlVIJSimrUmpga7+eJIpCnAdd/VwxNjOxFEIIIYQQogm7gauBVefjxTp2nX4hhBBCCCGEuAhorfdA09O4tQZJFIUQQgghhBDi/HBQSm1p8PgdrfU7bRbNKUiiKIQQQgghhBDnR53W+qTjC5VSS4GmJt5+Umv9feuFdSJJFIUQQgghhBCiHdBaj2/rGI6SYjZCCCGEEEIIIRqRRFEIIYQQQggh2jml1FVKqXTgEuBHpdQvrfl60vVUCCGEEEIIIdo5rfW3wLfn6/WkRVEIIYQQQgghRCOSKAohhBBCCCGEaEQSRSGEEEIIIYQQjUiiKIQQQgghhBCiEUkUhRBCCCGEEEI0IomiEEIIIYQQQohGJFEUQgghhBBCCNGIJIpCCCGEEEIIIRpRWuu2juGCoJTKBVLbOo4Owg/Ia+sgxDmT7/HCIN/jhUe+0wuDfI//397dxspR1XEc//7tbdHYGlppSaWYRiJBU1tQUrA+BOFFEZGSGCPaICoxUYMPMT70jUZekGCJSY3RGNLEaHwiVl8IiZjSQEJEqmAvSEVohUZUIghULkFJsH9fzLm6u9m7vdu7987M3u8nOdm5Z2fOzplf9u6cmdnZ8WCO7TfqDDdm5rIRtjdvHChqwUXEPZl5bt3robkxx/FgjuPHTMeDOY4Hc2y/xZyhl55KkiRJkro4UJQkSZIkdXGgqDrcWPcKaCTMcTyY4/gx0/FgjuPBHNtv0WbodxQlSZIkSV08oyhJkiRJ6uJAUZIkSZLUxYGijisiTo+I2yPiwYg4GBGfLvWrImJvRBwqjytL/faIuL+UuyJiU6l/aUT8JiLuK+1cO+A1ryrtHoqIqzrqb+1Y/tsRsWS++z8uGpbjHRHxUERMlrJmvvs/LpqSY0Ss6MhvMiL+ERG7FmIbjJumZFrq31faPRgRO+e77+OkphxvjYijEXFLT/01EXE4IjIiTpnPfo+bUeXY0d6SiDjQm1HPPDO9H6+LiMci4rn56u84aliG7d5vzUyLZWAB1gJvLNMrgIeB1wM7gR2lfgfw1TK9BVhZpt8J7C/TASwv00uB/cD5fV5vFfBIeVxZpqfbe0VHWz8Frqh7+7SlNCzHO4Bz694mbSxNyrFnvnuBt9e9fdpYmpIp8Ergz8DqMt93gYvq3j5tKQudY3n+IuDdwC099ecA64EjwCl1b5s2lVHl2NHeZ4Ef9mbU8fygz8rzy/o8V/d2aVNpWIat3m/1jKKOKzMfz8zflekp4EHgNGAb1Y4E5fHyMs9dmflMqb8bWFfqMzOnj4otLaXf3ZS2Ansz8+nSzl7g4tLGs2WeCWDZDMurjyblqBPXxBwj4rXAGuDOkXRykWlQpq8BHs7MJ8t8twHvGVlHx1wNOZKZ+4CpPvUHMvPICLq16IwqR4CIWAe8C9g94CUH7fPcnZmPj6pvi0XDMmz1fqsDRQ0lItZTHancD5w6/Q+sPPa7fPBq4Bcdyy+JiEngCao31f4+y5wGPNbx919K3XQbvyzLTwF75tCdRasJOQLfKZcsfikiYg7dWbQakiPA+4GbMrNVH4BNVHOmh4GzImJ9RExQ7USdPtc+LUYLlKPm2VxzBHYBXwCODXiZ2fyP1QlqQoZt3m91oKhZi4jlVKfNP9NxhGTQ/O+gesN9cbouM/+TmWdTHa3ZHBEb+i3ap+5/O6CZuZXqsoKTgAuH6oSakuP2zHwD8LZSrhyuF2pIjtOuAH4023VXf3VnWo6Efxy4iers8BHgxWH7sdgtYI6aR3PNMSIuBZ7IzHuPt2ifOg+6jUBTMmzzfqsDRc1KRCylerP9IDN/Vqr/HhFry/NrqY6WTM+/keo0/bbMfKq3vcw8SvU9tYsj4rz4/w0xLqM6EtN5FHsd8Lee5f8N/JzqMgLNUlNyzMy/lscpquv+N4+0o2OuKTmWtjcBE7P4INUATck0M2/OzPMy883AQ8ChEXd1rC1wjponI8rxLcBlEXEE+DFwYUR8/0T2eTS8pmXY2v3WbMAXJS3NLlRHSr4H7Oqpv4HuLwXvLNOvprqEaUvP/KuBk8v0y6iOWF/a5/VWAY9SfSF4ZZleBSwH1pZ5JqiOel9T9/ZpS2lQjhOUmytQffdmD/CxurdPW0pTcux4/nrg2rq3S5tLkzIF1pTHlcAkcGbd26ctZaFz7Jj/Ama+ycYRvJlNLTkOkdHA/7FlHm9m08IMGYP91tpXwNL8AryV6hT6/WXHYRK4hOoOefuojjjv69jR2A080zHvPaV+I3CgtPMA8OUBr/mR8qY9DHy41J0K/LYsfxD4BtWZjNq3URtKg3J8OdUdMqdz/DqwpO7t05bSlBw7nnsEOKvu7dLm0qRMqS4h/kMprbo7X92lphzvBJ4E/kV1VmNrqf9U+ftFqjMbu+vePm0po8qxp80LmGGQUZ6f6f24s+R4rDx+pe7t04bSlAwZg/3WKB2RJEmSJAnwO4qSJEmSpB4OFCVJkiRJXRwoSpIkSZK6OFCUJEmSJHVxoChJkiRJ6uJAUZKkIUTEyRHxiTL9qojYU/c6SZI0av48hiRJQ4iI9VS/p7Wh5lWRJGneTNS9ApIktcz1wBkRMUn1w82vy8wNEfEh4HJgCbAB+BqwDLgSeAG4JDOfjogzgG8Cq4HngY9m5h8XvhuSJM3MS08lSRrODuBPmXk28Pme5zYAHwA2A9cBz2fmOcCvgQ+WeW4EPpmZbwI+B3xrQdZakqQheEZRkqTRuT0zp4CpiPgncHOp/z2wMSKWA1uAn0TE9DInLfxqSpI0mANFSZJG54WO6WMdfx+j+sx9CXC0nI2UJKmxvPRUkqThTAErTmTBzHwWeDQi3gsQlU2jXDlJkkbBgaIkSUPIzKeAX0XEA8ANJ9DEduDqiLgPOAhsG+X6SZI0Cv48hiRJkiSpi2cUJUmSJEldHChKkiRJkro4UJQkSZIkdXGgKEmSJEnq4kBRkiRJktTFgaIkSZIkqYsDRUmSJElSl/8CJHU3DX8np7MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu3 vs ADRmu11\n",
      "Both were measured on 182 days:\n",
      "Max diff=0.10361063600000087     Mean=0.10356660504945059     Std=1.103735389211485e-05\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu3 vs ADRmu6\n",
      "Both were measured on 160 days:\n",
      "Max diff=0.07818401399999964     Mean=0.07816788362500002     Std=5.068056138103306e-06\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu3 vs ADRmu15\n",
      "Both were measured on 143 days:\n",
      "Max diff=0.07464800500000024     Mean=0.07462312369230774     Std=1.54636228786749e-05\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu3 vs ADRmu20\n",
      "Both were measured on 57 days:\n",
      "Max diff=0.02644379999999913     Mean=0.026436887543859762     Std=4.48655333456882e-06\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "def MUvsMU(dut1, dut2):\n",
    "    print(dut1+' vs '+dut2)\n",
    "    \n",
    "    # Fetch data\n",
    "    columns = [\"Time\", \"3458A\"]\n",
    "    DUT_one=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut1+\"-3458A.csv\", usecols=columns)\n",
    "    DUT_two=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut2+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "    # Use datetime as index\n",
    "    DUT_one[\"Time\"] = pd.to_datetime(DUT_one[\"Time\"], unit='ms')\n",
    "    DUT_one = DUT_one.set_index(pd.DatetimeIndex(DUT_one[\"Time\"]))\n",
    "    DUT_one = DUT_one.drop('Time', axis=1)\n",
    "    DUT_one = DUT_one.rename(columns={\"3458A\": \"one\"})\n",
    "\n",
    "    # Resample to one daily value\n",
    "    daily_one = DUT_one.resample(\"d\").median()\n",
    "\n",
    "    DUT_two[\"Time\"] = pd.to_datetime(DUT_two[\"Time\"], unit='ms')\n",
    "    DUT_two = DUT_two.set_index(pd.DatetimeIndex(DUT_two[\"Time\"]))\n",
    "    DUT_two = DUT_two.drop('Time', axis=1)\n",
    "    DUT_two = DUT_two.rename(columns={\"3458A\": \"two\"})\n",
    "    daily_two = DUT_two.resample(\"d\").median()\n",
    "\n",
    "    # Join one and two based on day\n",
    "    both = daily_one.join(daily_two, on=\"Time\")\n",
    "    both= both.dropna()\n",
    "    both[\"diff\"] = abs(both[\"one\"] - both[\"two\"])\n",
    "\n",
    "    #Print some stats\n",
    "    print(\"Both were measured on \"+str(len(both))+\" days:\")\n",
    "    print(\"Max diff=\"+str(both[\"diff\"].max())+\" \\\n",
    "    Mean=\"+str(both[\"diff\"].mean())+\" \\\n",
    "    Std=\"+str(both[\"diff\"].std()))\n",
    "\n",
    "    # Conversion functions for secondary Y-axis\n",
    "    def to_ppm(x):\n",
    "        return (x-both[\"diff\"].mean())/.00001\n",
    "\n",
    "    def from_ppm(x):\n",
    "        return x*.00001+both[\"diff\"].mean()\n",
    "\n",
    "    # Set up a plot\n",
    "    plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.grid()\n",
    "    ax.set(xlabel='time', ylabel='difference (V)', title=dut1+' vs '+dut2)\n",
    "    ax.plot(both[\"diff\"])\n",
    "\n",
    "    # Set up a secondary Y-axis\n",
    "    secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "    secax.set_ylabel('deviation from mean (µV/V)')\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu3\")\n",
    "MUvsMU(\"ADRmu3\", \"ADRmu4\")\n",
    "MUvsMU(\"ADRmu3\", \"ADRmu9\")\n",
    "MUvsMU(\"ADRmu3\", \"ADRmu12\")\n",
    "MUvsMU(\"ADRmu3\", \"ADRmu11\")\n",
    "MUvsMU(\"ADRmu3\", \"ADRmu6\")\n",
    "MUvsMU(\"ADRmu3\", \"ADRmu15\")\n",
    "MUvsMU(\"ADRmu3\", \"ADRmu20\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
